{ "cells": [ { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# 1.2 Quelques représentations de fonctions $f : \\mathcal{U} \\subseteq \\mathbb{R}^m \\to \\mathbb{R}^n$" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "## Cas 1 : courbes et chemins\n", "\n", "Un chemin est une fonction $\\mathbf{\\gamma} : I \\subseteq \\mathbb{R} \\to \\mathbb{R}^n$. Voici plusieurs exemples faits avec SageMath.\n", "\n", "**Exemple b)** des notes : $\\gamma(t) = (t\\cos{t}, t\\sin{t}, t), t\\in \\mathbb{R}$." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "text/html": [ "\n", "\n" ], "text/plain": [ "Graphics3d Object" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "var('t')\n", "Courbe = parametric_plot3d((t*cos(t), t*sin(t),t), # le chemin\n", " (t,-pi, 4*pi), # le domaine du parametre\n", " frame = True, # la boite\n", " color= \"red\")\n", "show(Courbe)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "On l'a vu, cette courbe se trouve sur le cône $x^2+y^2 = z^2$. On va créer le nouvel élément de la figure totale, puis les additionner." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "data": { "text/html": [ "\n", "\n" ], "text/plain": [ "Graphics3d Object" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "var('x,y,z')\n", "Cone = implicit_plot3d(x^2 +y^2 - z^2 ==0, (x,-4*pi,4*pi), (y,-4*pi,4*pi), (z,-pi,4*pi),\n", " color = \"orange\",\n", " opacity = 0.65,\n", " frame = False,\n", " viewer = \"threejs\")\n", "show(Cone +Courbe)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "**Exemple c)** des notes.\n", "On s'intéresse à la surface $\\{ z^2 = x^2 + y^2\\}\\cap \\{z = 1+y\\}$" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "text/html": [ "\n", "\n" ], "text/plain": [ "Graphics3d Object" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "var('t')\n", "C1 = parametric_plot3d([sqrt(1+2*t), t, 1+t], (t,-1/2,4*pi), \n", " color= \"blue\", thickness= 2)\n", "C2 = parametric_plot3d([-sqrt(1+2*t), t, 1+t], (t,-1/2,4*pi), \n", " color= \"green\", thickness = 2)\n", "show(C1+C2+Cone)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "text/html": [ "\n", "\n" ], "text/plain": [ "Graphics3d Object" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "var('s')\n", "C3 = parametric_plot3d([s, (s^2 - 1)/2, (s^2 +1)/2], (s,-2*pi, 2*pi), \n", " color = \"red\", thickness = 2)\n", "show(Cone +C3)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "text/html": [ "\n", "\n" ], "text/plain": [ "Graphics3d Object" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "Plan = implicit_plot3d(y-z +1 ==0, (x,-4*pi,4*pi), (y,-4*pi,4*pi), (z,-pi,4*pi),\n", " color = \"blue\",\n", " opacity = 0.65,\n", " frame = False,\n", " viewer = \"threejs\")\n", "show(Plan+Cone +C3)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "**Exemple d)** La cycloide. La première figure est celle utilisé dans les notes. Plus bas on montre comment faire une animation, c'est un peu plus compliqué, ceci pourrait être ignoré en approche initiale." ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "Graphics object consisting of 3 graphics primitives" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "var('t')\n", "a=1\n", "x(t) = a*t-a*sin(t)\n", "y(t) = a-a*cos(t)\n", "C = parametric_plot([x(t), y(t)], (t, 0,3*pi), color = \"blue\", axes =False)\n", "C1= parametric_plot([cos(t), sin(t)+a], (t, 0,2*pi), color = \"red\", axes =False)\n", "C2 = parametric_plot([cos(t)+2.2, sin(t)+a], (t, 0,2*pi), color = \"purple\", axes =False)\n", "show(C+C1+C2, figsize = 8)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[0, 1, 4, 9, 16, 25, 36, 49, 64]" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "[j^2 for j in range(9)]" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "text/html": [ "" ], "text/plain": [ "Animation with 39 frames" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "Frame= line([(-1,-0.25), (-1,2.25),(9,2.25),(9,-0.25)], color = \"white\")\n", "Circles = [Frame + \n", " parametric_plot((cos(t)+j, 1+sin(t)), \n", " (t,0,2*pi), color = \"blue\") for j in sxrange(pi/20,2*pi, pi/20)]\n", "Cycloids = [parametric_plot( (t-sin(t), 1-cos(t)), (t,0,j), color = \"red\", ticks = pi/4,tick_formatter = pi, ) for j in \n", " sxrange(pi/20, 2*pi, pi/20) ]\n", "Total = [Circles[j] + Cycloids[j] for j in [0..38]]\n", "T =animate(Total)\n", "T.show()" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Cas 2 : graphes, ensembles de niveau.\n", "\n", "**Exemple** Onconsidère la fonction $f(x,y) = \\frac{y}{x^2 + y^2}$ (définie pour $(x,y) \\ne (0,0)$." ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "text/html": [ "\n", "\n" ], "text/plain": [ "Graphics3d Object" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "var('x,y')\n", "f(x,y)=y/(x^2+y^2)\n", "S=plot3d(f,(x,-1,1),(y,-1,1),color='blue', opacity=0.35, mesh=True)\n", "show(S, aspect_ratio=[10,10,1])" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "Graphics object consisting of 1 graphics primitive" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "C=contour_plot(f, (x,-1, 1), (y,-1, 1),cmap='Blues',\n", " linestyles='solid', \n", " contours = [-5,-3,-2,-1,-1/2,-1/4,-1/10, 0,1/10, 1/4,1/2,1,2,3,5], \n", " colorbar=True)\n", "show(C,figsize=6)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "On peut aussi utiliser un dictionnaire de couleurs pour colorier la surface. Voici un exemple." ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "scrolled": true, "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "text/html": [ "\n", "\n" ], "text/plain": [ "Graphics3d Object" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "var(\"x,y,z\")\n", "h(x,y)= y/(x^2+y^2)\n", "\n", "cm = colormaps.Spectral\n", "zmin, zmax = -2, 2\n", "def c(x,y,z):\n", " return float((h(x,y)-zmin)/(zmax-zmin)) # soustraire le min puis diviser par l'écart donne quelque chose entre 0 et 1.\n", "S = implicit_plot3d(z==h, (x,-2,2), (y,-2,2), (z,zmin,zmax), \n", " color = (cm,c), \n", " region=lambda x,y,z: x^2+y^2+z^2>0.001)\n", "show(S, aspect_ratio=[2,2,1], viewer=\"threejs\")" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "Graphics object consisting of 1 graphics primitive" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "C=contour_plot(h, (x,-2,2), (y,-2,2), cmap =\"Spectral\", \n", " contours = [-2,-1,-0.5,-0.25,0,0.25,0.5,1,2], \n", " colorbar = True, axes = True, \n", " labels = True, label_colors=\"black\", \n", " label_inline=True, label_fontsize=8, \n", " gridlines=True, axes_labels=[\"$x$\",\"$y$\"])\n", "show(C, figsize=8)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Troisième cas : les champs de vecteurs" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "Graphics object consisting of 1 graphics primitive" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "var('x,y')\n", "P(x,y) = 2*(y-1)\n", "Q(x,y) = 3*x^2+4*x+2\n", "Champ = plot_vector_field((P(x,y), Q(x,y)), (x,-1.5,1.5), (y,-1.5,1.5), \n", " color= \"blue\")\n", "show(Champ, aspect_ratio = 1, figsize=6)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "text/html": [ "\n", "\n" ], "text/plain": [ "Graphics3d Object" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "var('x,y') #Define the variables\n", "f(x,y) = x^2 * y* exp(-x^2 - y^2) #define tye function.\n", "cm = colormaps.Spectral # There are several names predefined\n", "def c(x,y):\n", "\treturn float((f(x,y)+0.16)/0.32)# Because the minimum is -0.16 \n", " #and the difference between the min and max is 0.32\n", "S = plot3d(f, (x,-1.5,1.5), (y,-1.5,1.5),color=(c,cm), \n", " viewer = \"threejs\")\n", "show(S, aspect_ratio=[1,1,4], frame =True)" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "Graphics object consisting of 1 graphics primitive" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "C=contour_plot(f,(x,-1.5,1.5),(y,-1.5,1.5), cmap = \"Spectral\", \n", " contours = 15, colorbar = False, \n", " axes = True, labels = True, \n", " label_colors='black', label_inline=True, \n", " label_fontsize=7, gridlines = True, \n", " axes_labels=['$x$','$y$'])\n", "show(C, figsize=6)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "image/png": 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h1gcGBsLCwgJHjx5FTk4Os37cuHGoUaMGVqxYIaoP3L59G0QEPT09bN26lVkPvEvdQUTw8PBAcnJygeW+KUeyadMmNGjQAN99951aB/3PP/+ga9euonIZyOVyeHh4gIiwadMmZr1CoUCHDh1ARHB1dWXWC4KgOs7Ro0cz66OiolT5YQ4cOMCsb9euHYgIw4cPZ9qWC4KAqVOnYtmyZXj16hVzvV8T37ojyefFixdYvHgxfv75Z6adQUZGBlxdXUFEopJb7d69WzUGxPTFIUOGgIjw/fffM2sBoG/fviAidO3aFUqlklm/evVqEBEmTpwoag6TyWTo3LkzQkNDiyz7TTmSfFgOOjMzU/StJUEQsHDhQvTt21eUPiYmBiYmJqKTWy1atAhEhD179jBrnz17BiKCk5MT87Y+Ojoaenp6op5rKJVKnh3x/8MdyYcolUrmCTX/eYuenh7zzloQBHTr1g1EJGpXnp+hdOXKlcxaAOjatSvMzc0RFxcnSt+zZ094enqKHk+pqanIzs5Wqyx3JJ+Bw4cPi76YR44cEZ0q9OnTp6JT7UZHR8PQ0FDUlt7Hxwc3btxg1nE+hDuS4uPy5cs4cuQIs+758+cwMDDAmzdvmLX379+HhoaGqDEEvNvVBwYGitIqFAr4+fmJ0opBSl/VLt53wL5eXFxcRGv79OlD6enporRWVlbk6upKNWrUYNZqamrSqlWrqGrVqsxaFxcXnoeB80XRtm1bUa/j16xZk5YtW0aamuxfO9SvX58GDRokagwREY0bN4569OghSqulpUX9+vUTpf3c8Oi/nwlIyLImNlWvTCYjbW1tUQOIUzyUtn76taJUKkkQBOZvmIikpcqWMu4/N1L6Kt+RfCakdCaxnVhHR0d0nRzO14SWlhbzx7T5SMm3XlqciFT4UpXD4XA4kuCOhMPhcDiS4I6Ew+FwOJLgjoTD4XA4kuCOhMPhcDiSKHWOxNvbm6ytralVq1Yl3RROKUSpVErKk1EayMzMLPZ8ExxOYZQ6RzJx4kS6f/8+Xb9+vcAyFy9elJSAiYjo+fPnkhPiZGdn0+vXryXZyMnJoYSEBMk2YmNjJdkQBIGuXbsmyYZSqSQfHx9JOV5SU1Np586dzHkZAJC/vz81bdqUAgICyMvLi44dOya6HUlJSeTt7U3Tp08XbeN9pkyZQlu3bqXk5GTRNvz8/GjDhg109OhRat68OZ04cYL5XEdFRdHu3btFf0BL9K6v+Pj4SHZm165dk9RXiIhevXolOTlWfHw85ebmSrIRExMj2UZiYiK9fPlSkg25XC4qKVxRlDpHUhQAaNGiReTi4kI5OTmi7WzcuJGGDx8uaTD8+eefNGHCBNF6IqLjx4+Tu7u7JBv+/v6SMvkBoJkzZ9LUqVNFn4+rV69S69atae3atWpPloIg0OrVqyk+Pp78/f3JxcWFqlWrRv7+/pSRkaF22//55x9q06YNOTs7U2RkJC1cuJAiIyMlfWcjl8vJ3NycOcFWQdStW5fMzMxILpeLtqGjo0MRERG0ZMkSioiIICcnJ2rXrh2FhoaqbSMjI4MOHjxIlpaWNHDgQDp69CjFxMTQhg0b1J7UExMTaeXKlWRjY0M3b94UdSwKhYLGjx8vObGVq6srnThxQpKNYcOGSc5S6u7uTnv37hWtVyqVNGTIENqyZYtoG1lZWdSnTx9avny5ZAf9L4olSEsJUFhcmJycHDg7O6N9+/ZISEjAtWvXmO3n5uaiVatWWLRokeg2pqenw9jYWFQI+nyCgoJga2srWg+8Cxy3e/du0XpPT0/Uq1ePKRGUXC5HcnIyEhMT4eHhATMzM+zYsUPtgH3x8fHo0aMHiAhGRkawsbGBt7c3czKqlJQUHD58GBs2bMDs2bMxbNgw0Um+xFASsbY2bNiA4cOHY/bs2di4cSN8fX2RmprKZOPNmzfYsGED2rRpAyMjI1XwT3XDwCsUCmzZsgUVK1bEhAkTkJycjKSkJKYItnFxcbCyssK6deuY2v4+W7duxQ8//CBaDwAtWrTA+fPnRevv3r0LU1NTtYMnfoq5c+fC1tYWeXl5zNrLly8jISEBbdu2haura4E2eNDGT6BQKODh4QELCwvRmcVevnwJc3NznDx5UrQzmDlzJiZMmCBKCwA3btyAtbW1aH1MTAzKly+PjIwMJp1cLodCocCOHTtQtWpVREdHq60VBAGjRo2Cu7s7zMzM4OHhwZSHIjg4GJUrV1aF/y4sq9uXTmkP2pgfhjz/WlhaWjJlC4yPj8fIkSNRqVIluLm5Yfz48UzBT6OiomBhYYG9e/eq+iQLKSkpkrOUWllZITIyUrR+1KhRmDdvnijto0ePcOTIEVhYWIiKXpyXl4f69evDwsICkyZNKnQhxx1JAWzatEk1ADZu3CiqnuDgYJiamqJOnTqiVgMvX76EoaEhzp8/z5zUB3gXCr5y5cqiIg9HR0dj+fLlGD58OLP2r7/+wtSpU2FmZsY8iObOnavKjHj69GkmrUKhwLVr1xAZGYkXL14US9rYkqS0OxLgw/TEd+/exbVr15gn9OPHj0NTUxNExLzLDw8PR8WKFTF58mQcOnSISQsAAwcOhJeXF9NiKB9BEGBkZCRqEo+Li8O5c+dgaGgoKox8dnY2rKysULFiRdE7olWrVoGIoKGhUWRiMO5ICkAQBAQFBcHe3h4VKlRAfHw8cz3v5ww/fPgws/7cuXP47rvvoK2tzZwqUy6XY+LEiShTpoyoxFYjRoyAsbExfvrpp0Izo32MUqlE/fr1QUSYMGECU2a4DRs2gIjQuHFjTJ06FZcuXWJu99fE1+BIioPz589j8uTJaNiwIYgI27dvV1ublZUFd3d3EBGaNGnCtKhKTEzE5MmTYWJigjFjxjC3e8SIEdDQ0MD06dOZ86iEhoZCW1sbDRs2xMWLF5nr3rt3L4gIZcqUwd69e5n1r1+/Rrly5eDg4IDQ0NAiz5uUvvrVPWx/Hw0NDerSpQuFhYVRQEAA00PHfNzc3MjHx4cqVqxIO3bsYNY3aNCABEEghUJBz58/Z9Jqa2tTbm4uyeVyUcHfkpOTKSUlhZKTk8nIyEhtnZ+fHz18+JCsrKyoV69epKenp5YuJSWFKleuTG/evKE7d+6Ql5cX2djYMLeb8/VhZ2dHGzZsoMjISIqLi1NFmVWHsmXLkqOjI9WoUYMiIiIoICBA7XpNTEwoISFBNRZYUSqVBIBkMhlzFO3nz5+TQqEgQRDI2tqaue4dO3aQubk5+fv7048//sisDw0NpaCgIAoODqaOHTv+twEkmV3PF8LnXunFxsaiV69eorbHjx8/homJCZYuXcqsvXDhAogIu3btYta2b98eDRs2RGZmptoaQRBgY2ODRYsWicpRzfkQviMpPrKysjBv3jzY29sz7UrS09Px3XffoWvXrsx1bt68GUQkKsnbvHnzYG5ujmfPnjFrHz9+DCcnJ1F3UcTCb219JgRBwNu3b0Vpz58/j0mTJomqs06dOnj48CGztm3btrh//z6TJiEhQVQ2Rs6n4Y6k+ImKikJSUhKTJiIiAu3bt2eu6/bt22jUqJGoZ5RjxozBlStXmHXAu3H4udNVS+mrPLHVZ+TZs2dkZWXFrNu2bRuNGTOGeWsaFhZGHTt2ZK6PU3yUxn76tSJmPCiVStq1axd5eHgw1yd2vJcUUvpqqXMk3t7e5O3tTUqlkh4/fvxNDFClUik6KQ+nZOGOpPTzrYy/b8qR5MMHKKc0wPspp7Qgpa9+1W9tcTgcDue/hzsSDofD4UiCOxIOh8PhSII7Eg6Hw+FIgjsSDofD4UiixBzJuXPnyMnJiapUqUIaGhp05MiRYrOdmJgo2UZOTg4plUrJdqQm2CoO8O7DU8l21A1pURisYWI+BgDdu3ePUlNTmTSnT58mLy8vAkBJSUl0/fp1evDggeh2ZGdn06FDh2j9+vWibbzP2rVrydfXV1IOnXv37tH169dV+V5Wr15NwcHBTNc+OTmZHjx4ILm/sCYe+xTF0d8EQSj+3BsiKI55QKFQSE6OBaBY5sdPGS4RTp48iV9//RW+vr4gIvj7+zPpC/sK097eHgMHDsSbN29Et2/OnDlwdnaWFCbEx8cH/fv3F60H3uUjGTt2rCQbPj4+GDZsmGi9TCbDjBkzYGNjI+prW7lcjsOHD8Pe3h6VK1dW68vZa9euITY2FoIg4P79+9i8eTMGDBgAMzMzWFpaqhUNNS8vD7t370ajRo1ARDA1NUWFChVQtmxZNGzYUHRE6OzsbHh6eqJdu3bo1KlToWXV/VrY1tYWdnZ2WLVqleg+t3btWlhbW0NPTw9GRkaoWLEiiAhNmzbF3r171YqiHBISAgsLC1SqVAmDBg3C1q1b8fDhQwiCgJcvX+LmzZtF2khKSoKZmRkcHBxw5MgR5kjBwLuIDs2bN8ecOXMkpRAYOHAgjh8/LloPAG5ubkyh8z9GEAQ4OTnh2LFjom1kZWXB0dERCxcuFG0jNjYW/fr1Q/fu3T/576U+REpxO5KMjAxMmzYNZmZm+OuvvxATE8Mc7yY7Oxt9+vRBhw4dkJKSwqTNJzMzEzVr1sTRo0dF6QEgLCwMrVu3Fq2Xy+WoV6+e6DbExsaiffv26NSpk9pxf/KTKCUmJsLT0xPVqlVDixYtsGfPHuTm5haqffv2Ldzd3aGhoYF+/fqhUqVKqFy5MgYPHozt27fj8ePHajkzQRDg5+eHCRMmoHPnzrCwsICVlRVevXpVrKEnijoedQdnUXZYUCqVePHiBapXrw5LS0s4ODhg0qRJOHbsmNrn7uHDh9i6dSsGDRoEc3NzWFhYoE+fPtDQ0MD48eOLDFGSnZ2NXbt2oWnTpqhZsyZWr16tikCtbpKt2NhY2NnZoXPnzqJjTh08eBDff/89c+Te9/n+++9FhzrJb8N3330neoGQmJgIGxsbDBw4kLmfPH78GHFxcdi5cycqVqyImTNnIisr65NlvwlHkpubi7S0NNUvJiamyIO+dOkSrK2t0aBBAzRo0IDZIcjlcowZMwaNGzdGREQEgoODmfQAEBgYiKpVqyI9PV1UPpJHjx6hWrVqoia/rKws7Nq1C23btmXS5+bmIj4+HmfPnoWFhYXaq0JBELBhwwa4urrC3d0d5cuXh6urKy5dulRk/QqFAps3b4axsbEqh8ygQYNUq+HiIDU1tVgnbHUoqVhbOTk5xVZn/q6wX79+qmtjamqKP/74o8gJWhAEnDt3DgMGDIChoSHGjh2LAQMGYOvWrWrVnb8btrS0xMWLFxEXF8eUn0apVKJZs2b4+++/C5xAi2q/mZkZXrx4waxNTExESkoKLCwsEBISwqwPDAzEnTt3UL9+/SKTUhVUf926ddGgQQM0btwY169fL7T8N+FI5s+fr+rE7/+KOujAwEBVPpGuXbsyJ0kSBAG///479PT0UK9ePVETkaurK1q0aIFVq1Yx6RQKBRYtWoQyZcqICvjo4uKC6tWrM3fin3/+Gd27d0fFihXV3snIZDKMGzdOdV1mz56NV69eqV1nTk4Onj59ioiICFy6dAn//PMPgoKCPnvguuLmawnaKAgCTp8+jaCgIFy6dAl37tzB06dPmcbDy5cvMWPGDFUfmTp1qtq3rXx8fGBiYoJu3brht99+Y2r7yZMnYWVlhUGDBjHpAGDcuHHQ0NDAihUrmCfyxYsXo0WLFhg5ciRzvdnZ2ahVqxbKli2LpUuXMo+DvLw82Nvbg4igo6Oj1iL4m3AkYnYk+brg4GBMnz4d9erVw9ixY5kuiiAIWLlypSq727Jly9TWAu9u1bRq1QpEhC5dujBpAWD06NGq1TkLeXl5KFOmDIgIkyZNUvuYg4KCVAN9xYoVaumSkpLQvXt3VK9eHba2tnB1dUVgYCBTe79WvhZHUlwcP34crq6uaNeuHapVqwZHR0e1bnUJgoBFixaBiKCpqYlz586pVZ9SqcSYMWNARNDX12d+XtOnTx8QESZOnMikAwA7OzsQEdq1a8ccrXjevHmqLKPr169n0gqCgJEjR6JBgwb4+eefERISolZ212/CkXyM2IOOiopCeno6kwZ4d6/R3d0dRkZGzDlJXrx4gYYNG0JXV5d5e339+nXVpM7CrVutFf6/AAAgAElEQVS3VPnO1V01vn37VvWgdebMmXjw4IFauqysLFEPVL8FuCMpHLlcjuzsbLXKRkZGYvr06TAzM0P16tXVvlWdlZWFTp06gYjU7tP5LFy4EESEu3fvMulSU1OhpaWFJk2aMO3MgXdzjaGhIcaNG4enT58yafPrFpMDhTuSz0hMTIyoZyUpKSno1KkTTp48yaxt2bIlc507duxAly5d1B6kwLu0wkeOHCnVOdK/NLgjKX7y8vLg6+uLv/76S21NZmYmOnTogH379jHVdeLECdjZ2bE2EX5+fujevbuoRevp06dF5YiXipS+ql1MbxEzk5mZSVFRUar/f/78Od2+fZtMTEyoevXqJdWsIqlatSpVrVqVWWdkZESnTp2imzdvMmvHjx9PzZs3Z67v6NGjVLZsWbU1bm5urE3jcD47Ojo65OzszKQxMDCgEydOUHBwMJOuRYsWNG7cOCYNEVGlSpXo+PHjVKZMGWZtt27dmDUlTYmFkQ8LC6NOnTr96+9HjBhBu3fvLlL/LYXnlsvlojokp+T5lvrp18q3Mv6k9NUS25F07Njxi/jitDTwLXRiDudLhY+/ouGxtjgcDocjCe5IOBwOhyMJ7kg4HA6HIwnuSDgcDocjiVLnSLy9vcna2ppatWpV0k3hcDgcDpXg679S4a9VckoDvJ9ySgtS+mqp25GoQ3H4xlLqX/9TiuOcCIJQLO1QN+mYIAgUHBxMvr6+/7Ihk8kkteH69evk7+8v2sb7HD58mG7duiXpHMtksn/pDx48SKGhoWqfd6VS+UVdZ86HfLFzm/QP60uGwj7n79OnD/r37w8/Pz9VDoCoqCgm+15eXujfvz8iIiIAvIvEyxqB8+bNmxg2bBiys7PVzsHwPikpKbh69SqWLVuGQ4cOMesFQUBsbCz+/vtvrFu3jlmfT0REBMaMGYN+/foVWfbj8CoZGRkICgrCggUL0KVLF5iamhYY+0uhUMDX1xfz5s2DTCbD48ePcerUKXh7e2P69Ono06cPGjVqBH19fZw6darQdjx79gy///47qlevDiJCkyZNYGtri/r168PMzAxaWlqYNm2a+ifhPW7fvg1bW1sQEdq3b19oWXXDTrRu3RpEBHt7e+a4TvmMHz8e2traMDc3R/369WFra4vGjRuDiFCrVi0sXLiwyHDoR44cgYGBARo3boy+fftixowZ2Lx5M06fPo2oqCjIZDLMnj0bR44cKTAabkZGBoyNjdGtWzcsWrQIZ86cQWZm5gdl1AnD4+joiPHjxyMyMlL9k/ARK1aswOHDh0WHHNm/fz+WLl2KGzduiBrDqampyMzMxODBg3Hnzh0mrSAIqnN88+ZN9O3bF1u2bGGy8eTJEwDvogn7+PigX79+GDhw4CfLlvpYW2Io7KDfvHmDjRs3wsbGBkZGRhg1ahSsra2xaNEitYMLpqamYsmSJTA1NUXfvn0REBCA8ePHM4WSzsrKgrOzM9q2bYvOnTszRwBNT0+HqakpiAiLFy9m0gLv4gTZ2NjA1NQUt27dUksjCAJ2794NmUyGgwcPon379jA3N8evv/6Kly9fFqh7+/Ytxo8fD29vbxw6dAhTpkxBixYtoKuri5YtW2LatGkFDuisrCxs3rwZderUUUVp1dbWRpUqVdC+fXuMHDkSixYtwr59+3DlyhW8ffu2UKeel5eHAwcOYMqUKWjVqhW0tbXh6OiIoKAg3Lp1Cy9evEBmZqakEPWCIODevXsICAgotJy6g/PYsWN48OCB5DZlZGQgOjoat27dQlBQELp164YyZcqgTZs2mDZtGg4dOlToJC4IAhISEnD58mXs3bsXCxcuxPDhw2Fra4vKlStDW1sbZcuWBRHhu+++w7Zt2z6ZsOn169eqftC8efN/9QMvLy9MmTKl0DERHR2N2bNnw9TUFJ06dcLhw4chl8uxe/dutc/J1atXUbFiRbRp0wZnzpxRW5fP3LlzQUSwsLBgilsHAPHx8XBwcEDLli3h6urKlNhKLpdj1KhR+Oeff+Do6Ahzc3N4enqqHbtLLpfjt99+Q+PGjTFixAhUqFABdnZ22Lx5MxISEj6p4Y6kEJ49e4Zp06apQqPb29sjJiZG7XoyMjKwcuVKVdpSV1dXtUIy5xMbG6uaIN3c3NTW5ePp6QkiYho8wP8l9CEidOjQAW/fvi1Sk5eXBw8PD+jq6sLCwgI2NjbYt29fodGDZTIZ1q1bByMjIxARypUrV+hK9FMEBwdjwYIFcHV1RdOmTVGrVi212qsu2dnZuH37drHZY6GkgzaGh4dLShf9MXFxcahevTqaNWuGwYMHY+HChQgLCytSl56e/sHO1MDAAEQEExMTbNy4sdC8JDk5OdizZw9at26NqlWrQltbG5MmTVJrV/PmzRvY2NiAiESlit66dSuICF5eXkw6ABg8eDCICA0aNGDK8JibmwtnZ2cQEczNzbF27Vq1xlE+z58/Vx0zEWHmzJlqRSznjqQIjh8/jgULFmDmzJkYP348pk2bxjRRxcbGokuXLihfvjyICD179lQ7HHxqaipWr16NatWqgYiYo/hmZGTA1NSUOTmVj48PiAidOnVSazeSkJCA9u3bqzqfs7NzkbsvpVKJbdu2wc3NDf369UOnTp3w448/So4erFQqv5oIxCXtSIobmUwmKW0t8G6iHDhwIDp16oR+/frBzc0NO3bsKNKuQqFA7969VX1U3V3+tWvXVLlBTpw4wdTWgIAAVKlShXk3EhAQACJCzZo1sW7dOrV3Eunp6XBwcAARwdDQED169ChwB/Ep3rx5g8mTJ2P8+PGYOXMmFi5cqHZuICl9lb+1xQAAevXqFd2/f58MDQ3JxsZGba1cLic/Pz86evQo7dy5kykq76pVq8jZ2Zlq166tVnmlUkkDBgwgNzc3cnR0JA0NjSLL79y5k+RyOVlaWqp+lStXJk3Nr/J9jM8Gf2ur+BAEgeLi4uj169eqX9myZcnNza3IfgqA/P396cCBA3TgwAG1+3VkZCSFhYXRpEmT1G5nZmYmeXh4kIuLC/Xt25e0tdUPaXjhwgXKzs4ma2trsrS0LHLsFidS+ip3JJ8ZAKRQKJgCwWVlZVGZMmVIR0dHrfI5OTmkra3Ng819AZTWfvq1kv9mm66urlrls7OzSVNTk/T09NSuo7RGCy6V0X+/VTQ0NJg7mYGBAVN5lt0Oh/Mtoe5iLB99fX3mOkqjE5EKv2/B4XA4HEmUOkfCQ6RwOBzOlwV/RsLh/IfwfsopLfAQKRwOh8MpMbgj4XA4HI4kuCPhcDgcjiS4I+FwOByOJLgj4XA4HI4kuCPhcDgcjiS+CUeSl5dHv/76K4WFhZFCoRBlY9u2beTj40MZGRlMuqtXr9KKFSvoyZMnouqVyosXL2jt2rX09OlTtco/efKEVq1aRZGRkWrXIQgCXb9+nX7//XdKTEwU1U4AdPfuXVq6dCndvn1blI2PUSqVdOHCBfrll18oJiamWGy+T1ZWFt28ebNYbN24cYNycnKKxdb7PHv2jObMmUOXLl1SOxlYUVy/fp08PT3p3r17opMkxcXF0fz585mTeYWHh9OaNWvU7s8PHz4kLy+v/+T6q8OjR49o2bJlzP0kLS2NDhw4QDt37hRVr1wup5CQEJo3bx7J5XJRNlj4Kr8jmT59Ol29epU0NTVJU1OTtLS0KDw8nFJTU8nExIR69+5Nbm5u1KlTpwLt+/j4kJeXF2lpaZGWlha9fv2anjx5Qjo6OtSlSxdycXGhYcOGFRoO4dWrV+Ti4kLXrl0jIqLGjRuTs7MzjRkzhqpUqaLWcUZERNCNGzdo9OjRapUnIkpOTqY//viDDh8+TDdu3CAiIl9fX3J2dv5k+WfPntGOHTvoyJEj9ODBAyIicnBwIAAkCAIplUpSKpXUtm1bWrNmjUp369Yt2r59Ox0/fpxiY2NJT0+PbG1tVTq8iy6t+rMgCKShoUEXL15U2YiOjqZ169bRsWPHKDo6moiI7OzsSFNTU6V//0f0zul4eXlRmzZtPnk8kZGRtGrVKgoICKCkpCTS1tam1q1bf6AnIho0aBBNmzZN7fOaz6lTp2jjxo0UEhJCNjY2FBISUmBZdd/Nt7W1pfDwcOrSpQtNnTqVHBwcmNu1atUq8vPzIyJSBfvT0NCgK1eukCAIZGZmRr1796ZZs2ZRgwYNPmnj/PnzNGvWrA/0H/+USqXqGlpZWdEPP/xA06dPp2rVqhHRu0msQ4cOpKGhQZqamh/89/0/nz9/nmQyGVWtWpV++OEHGjNmDDVp0kTVlsmTJ9OtW7dUYzC/T4SGhhIRUaNGjahPnz7k4eFBNWrU+OTx7N+/n4YMGUJERK1bt6b+/fuTh4cHGRkZqX1et27dSvb29gWes4+JiYmhP/74g3x9fen+/ftERNSmTRs6evQoVapUqUCdTCajPXv2kK+vL4WEhJBcLqd69eqRhYWFagzOmjWL+vTpU6CN4OBg2r17NwUEBKjmuyZNmpBSqSRBEEgQBGrfvj15enr+S8tjbX3EiBEjyNHRUXXilEoljR49mqpXr069e/emXr16Udu2bQu1YWNjQyYmJqoLuG3bNkpPT6eePXtSr169qGvXrkXG1DExMaEhQ4ZQZGQkdezYkbp3707du3cnCwsLtY+lfv36ZGlpqXb5/HoHDRpEJiYmVLNmTTpz5kyhNmrVqkVDhgwhIyMjOnnyJF28eJEGDRpElpaWKkesqalJZmZmH+iaNm1KHh4eVKVKFQoICKB79+7RhAkTSE9P71+TxvsTyfvUrFmTpk+fTvXq1aMTJ05QSEgIjRw5kqpVq/bB5EX04aRWt27dAo+nUaNGNH/+fGrZsiWdOHGCLl68SLNmzVINjnx7VatWZTqv+XTv3p0sLS3p+PHjone4H+Pg4EBOTk7k5ORE1tbWomz06dNHFfEh31mmpKTQsGHDqEOHDuTk5ES9e/cucNIlImrQoAEtX778k847//fs2TO6efMmOTg4kKOjI/Xu3VvlRIiItLS0aNmyZZ9cSOT/XVZWFl28eJHatm1LvXv3JkdHR/r+++8/aMvo0aOpb9++qjEsCAJFR0fT+fPnqX379tSrVy/q1asXVa9evcDjqVKlCpmYmFCXLl2oW7du1LVrVyYnQkTk4uJCFSpUULt81apVafDgwWRiYkKnT5+msLAwGjFiRJE2dHR0yMXFhcqXL0+VKlWiwMBAaty4MY0aNUrlTItyZvb29qSjo0OWlpZ08uRJSk9Pp5kzZ6rG8KfGcXFQ6nYk3t7e5O3tTUqlkh4/fqyW98zJyaHExMQPOjsrUVFRZGVlxRxWPS4ujoyNjZmihxY3SqWSsrKy1F5lpKamUk5ODpPDIyKKj48nXV1d5oH6PllZWZSZmVnoyo2VjIwMUigUZGxsXGw21aWkv2xPTk4mHR0dKleuXLHZfPPmDRkaGooKaPh+u5RKJfOkFhsbS+XKlVP7XKalpVG5cuVIS0tLTDOLhZycHEpLS6PKlSsz6QRBoGfPnlGdOnVE1/3ixQuqXLmyWtGOeRh5HnqC84XC+ymntMBDpHA4HA6nxOCOhMPhcDiS4I6Ew+FwOJLgjoTD4XA4kuCOhMPhcDiS4I6Ew+FwOJLgjoTD4XA4kuCOhMPhcDiS4I7kM3Pnzh1KS0tj0ty4cYPi4uLULp+RkUHBwcGsTeNwvnpOnz5N2dnZapd/8eIF3b17l6mO5ORkunfvHmvTSjWlzpF4e3uTtbW1KqbQ5yQrK4uCgoLot99+o6CgICbtmzdvyMPDg+bMmcMUt4eImKMHly9fntasWUMTJ06krKysIssLgkBLliyhgQMH0pIlS+jYsWP0/Plz0ZFdOZz/gvyQIUeOHKHFixfTgAEDaMWKFSQIQpHajIwMGjNmDG3dupUptMujR49o5cqVTO00NjamadOm0fjx4ykhIYFJe/LkSfr999/pzJkzTA6vxEEpJS0tDUSEtLS0IsueP38eGzduxOzZszF06FCMHj0aiYmJateVlJSEXr16QVtbG0SEKVOmQBAEtbTZ2dlYsmQJDAwMQES4fv262vUCwKNHj6ChoYEdO3Yw6fz9/UFEqFOnDi5dulRkeYVCgTFjxoCIQEQYOXIklEploRqlUomtW7eib9++6N27N7p164bhw4cjJyeHqa1fMyz99FshKysLQ4YMQbdu3dC7d2/07dsXO3fuLHJMKZVKDB48WNVHJ0+eXGQfBYBz586hVq1aICKcOnWKqa2bNm2ClpYWnj9/zqQ7f/48iAjly5eHp6en2mNCEATVOCxTpgx++OEHpKSkqF1vQkICRo4ciaFDh2L27NnYtGkTLl68qJZWSl/96h2JXC7H6tWrVZ2vY8eOTE5EEAQcPXoUNWvWBBFh6NChanXefHJzczFw4EAQEfr27au2Lh93d3cQEX755RcmnVwuR5UqVUBEmDNnDuRyeZEaQRAwY8YMmJmZwdTUFH379sXt27eL1OzevRsmJiYgIpiZmWHUqFE4dOgQkpOT1WprREQE9u/fj2XLlsHDwwM//PAD4uPj1dJ+6XxtjuT169dwcnLCmDFjsGzZMuzfvx937txRS5uYmIj9+/dj5MiRqFixoqq/7Nu3r0gncuPGDTg6OqJSpUqoWLEi5s6dq9ZiTiaTYcaMGSAi1KpVi2nsAsCUKVNARJg0aRKTDgB69OgBIsKwYcOQl5entk6hUGDAgAEgItSuXRsnT55kqjc+Ph52dnaqOW/jxo1QKBRF6rgj+QQJCQlYtmwZqlWrhubNm6NJkyYYN24cZDKZ2nU8evQIPXr0gJWVFY4dO4ZJkyYx6QFg27ZtqFKlCubOnYuIiAgmbVpaGpycnGBgYIChQ4cyaQFg8eLFmDZtGho3bozMzEy1NIIgIDAwEBkZGVi+fDlMTU3h7Oxc5GSRkJCAH3/8EevXr8eqVavg4OCAsmXLwsbGBgsXLsTVq1cL7MxxcXGYMWMG9PX1QUTQ1dVFmzZt4ObmhtWrV+PkyZOIjo5mduDXrl2Dt7c33NzcMHXqVLV3kSwU1SZ1ByfrBKcOgiBg/PjxGDVqFLZs2YIbN24wTWhKpRLPnz9HQEAAVq5ciZEjR6J169bQ0dEBEcHAwAC//PJLgU5foVDg0qVLmD9/Ptq0aQN9fX107doVa9aswerVqzFy5MgiF3W3bt3CDz/8AHNzc6xatQqZmZlME2taWhrq16+P6dOnY+XKlWrr8hkwYADKli0LZ2dntcdQPteuXcNvv/2GypUrY/fu3Uza3NxcTJ48GX5+fqhRowYcHR0RFRXFpHdzc1PNfTVq1MCKFSsKPd/ckXzEjBkzUL58efz444+4fPkyBEFgnsR37doFIyMjLFmyRLUtZR3sISEhqFSpEu7fv6/WiuBTnDhxAg4ODmqv7t9HLpdDEAQMHjxY1IoKeHeelyxZgooVK2LcuHFFln9/C5+ZmYkTJ05g0qRJqFOnDkxMTODq6ors7OxPahMSEjB79mwMGDAAZ86cwcaNGzF+/HjY29vD1NQUBgYGaNmyJYYPH47IyMgC2yCTybBx40Z89913qlWZvr4+6tSpA1tbW/Tr1w/jxo3DsWPH2E8IgKioKGzYsAFOTk5wdnYutKy6g9PR0RF9+vTBpk2b8OzZM1Ht8vX1xdixY9GvXz+0a9cOtWvXRtmyZVXnoEGDBti8eXOhu9Pbt29j2LBhaNGiBfT19WFubo6OHTtiwoQJ2LRpE0JCQtCvXz/89ttvBU5K6enpGDhwIIyNjVGvXj1MmTIFJ0+eRFZWlqqMOrd63NzcYGpqCk9PT2RkZLCfEAAeHh5wc3ODIAhq7co/Jjk5Gba2tggODhZVv0KhwJ07d2BmZqb2LaZ88ueb7OxsLFiwAEZGRti7d6/a+vx5TxAEXLhwAa6urihfvjzmzJnzyfJSHMlXGUY+LCyMGjRoICmnxbNnz6hMmTKScpgoFAqKiYmhWrVqibZBRJSbmyspn0l2djZlZWVJSmiTlpZGkZGRZGtrK9rG06dP6fz58zRy5MhCy+Xk5FDZsmX/9fdv376l+/fv0/3796lnz55Us2bNQu0AoHPnztH27dupRo0aNHjwYEpISKD4+HiKj4+nhg0bUrdu3ZiPIzMzkwICAsjHx4c0NTXp0KFDBZZVNzR33759SVdXlwYMGEA9e/YkAwMD5nadPHmSHj9+TObm5lSpUiWqVKkS7dmzh+Lj42nMmDFka2v7r8RiH/P06VMKCgoia2trsra2JlNT03+VKej65AOA/vzzT+rUqZOkvn/hwgVq0qQJlS9fXrSN+Ph4qlChgqTxI3X8Eb2bT2rUqCEpL0p0dDRpaGgUmpisKOLi4ujJkyfUoUOHf/0bz0fC8zxwikAmk5GOjk6x21UoFKStXXCiUXX7aVF2xPJfHTfn6+OLyEeyefNmqlWrFunp6VGLFi3o/PnzBZYNCwv7ZC7ohw8fFldzOJwP+K8m0+Ka/P8LJ0L03x03h/M+xeJIDh48SNOmTaNff/2VwsPDqX379tSzZ096+fJlobpHjx5RXFyc6ldYHm4Oh8PhfJkUiyNZu3YtjR49mtzd3alBgwbk5eVF1apVoy1bthSqMzc3p8qVK6t+JZlX+UumlN595HC+Cvj4KxrJjkQmk9HNmzf/9dCyW7dudOnSpUK1zZo1IwsLC3JwcKDQ0NBCy+bl5VF6evoHv9JIXl4es+bUqVPMuqJ2gxzOtwjruMjMzKQzZ84w1yNmnJdmJDuSxMREUiqV/3pDqlKlSvTmzZtPaiwsLGj79u3k6+tLfn5+VK9ePXJwcKBz584VWM/y5cupQoUKqp+Ut6lKitDQUFGd8o8//qAbN24waU6cOEH+/v7MdXE4Xyv79+9njkF39epV2rVrF3NdgYGBRS6kvyaK7WH7x68VAijwVcN69eqRh4cHNW/enGxsbGjz5s3Uu3dvWr16dYH258yZQ2lpaapfTExMcTWdiaSkJHr27Bmz7tWrVzRo0CAyNjZmru/EiROFvrzwKXR0dGjMmDEFOvNPcefOHQoJCWGqh8MpCU6fPk0PHjxQu/yrV69owoQJzC8fnD9/nvz9/ZnvgFSoUIEGDBhA8fHxTDoioqioKEpJSWHWlSSSHYmpqSlpaWn9a8JKSEhg+o6jbdu2hQYm1NXVJUNDww9+n5s7d+6QnZ3dJ9+tLwyZTEYDBgygt2/fMn/LcfDgQZLL5XThwgUmXZkyZSgxMZE8PDzUvsfbsGFDGjVqFP3000+Uk5PDVB+H8znIysqiiRMn0uTJk6levXpqaQRBIDc3N0pNTWV2JBcuXKDc3Fw6fPgwk87MzIxiY2Np0KBBpFAomLTGxsZka2tL9+/fZ9KVJJIdiY6ODrVo0eJf0XCDgoKoXbt2atsJDw8nCwsLqc0pFLlcTmfPnhWl9fHxIRsbG7KysmJ2Yp6ennTz5k0iImYndOfOHdLV1aXY2Fi1opzmkz9gHj58qLYT0tLSotGjR5OXlxe1aNGCbt26pXZ9pW0FxfkyYOk3V69epWbNmtHmzZvJw8ODNDXVm75CQ0NVdxHKlCmjdn1yuZzevHlD+vr6FB4erraO6P/G+eXLl2nNmjVM2ooVK5KFhQW1adOGjh49yqTNJywsjNmBSYL5W/hPcODAAZQpUwY7d+7E/fv3MW3aNBgYGCA6OhoAMHv2bAwbNkxVft26dfD398fjx48RGRmJ2bNng4jg6+urdp0sn/MLgoATJ06gXr16OHr0KPPxnTp1CoaGhiAi5ii8wLtgdeXKlcOoUaOY4z0JggBdXV0kJiYyhXi4ceMG1q9fjw4dOjDV9/r1a2hpaUFbWxunT59WW3f8+HG0bt0anp6eePLkCVOdXzNfW9DG4uDRo0dYunQpWrVqxdzHtLS0oKOjg4SEBKY6W7dujc2bNyM8PFxtjUwmw6tXr1ChQgXmcSuTyTBy5EiUL18eqampTFrgXdRhIoKRkRFCQkKY9QcPHkTDhg2Zoh1/EbG2vL29UaNGDejo6KB58+Y4e/as6t9GjBgBe3t71f+vWLECtWvXhp6eHoyNjWFnZ4eAgACm+tQ96Lt376Jbt24gIrRs2VJU4L5nz57B2NgYTZs2Ze7AAODl5YX+/fuLqjsnJwcaGhqigvplZmbCwMAAcXFxTLolS5Zg3Lhx6N69O1OMsAULFqjiOo0aNYo5wOXXCHck/0deXh6GDh2q6iOenp5qa+VyOTp16oSpU6di6dKlTPW+ePEChoaGyM3NZW2ypPEnCAIcHR2xdetWZu2rV6/QtGlTVKxYES9fvmTWK5VKNG7cGESEXr164f79+0VqvghH8rlR96CjoqJUIc5ZwzED7y5Ihw4dsHjxYlFORBAENGrUCIGBgcxaAHjz5g0MDQ1FaQHA2dkZW7ZsYdIIgoC8vDy0a9euwABvn0KpVMLJyQk6Ojpo1qwZ7t27x1Tv27dvkZaW9p9E6S0pvkZHIggC0tLSkJSUxKSLiIhA48aNoaOjw7yw+umnn9CxY0dVIFIW1q1bhyFDhjBp3kdHR0fUrgJ4lxeoVatWorQJCQn49ddf0bVrV1Fjws/PTxWqP//uUGFwR1IAWVlZsLe3x/Dhw/Hzzz+Luhhr1qxB69atRUUOBYArV66gWrVqoqP/Pnr0CNWqVROlBYB9+/ahS5cuorSxsbGwtLSEj4+P2prU1FTs2bMHGzduhLGxMdatW6f2ai42NhY2NjbQ19dH7dq1YWdnhxs3bohq+5fC1+JILl++DFtbW1hZWaFs2bKwt7dXe2GlUCiwcuVKGBsbY9u2bfjzzz+Zovn+73//Q/Xq1UUt5ADAzs6O6bb5x5iZmeHFixeitDKZDJUqVSoyr09B5OXloWnTpvD29mbW5ucXGjRoELp27VpkxGXuSD5Bbm4uunfvjv79+0Mul4vamt67dw/GxsZ4+PCh6Ha6u7tj/vz5ovXXrl1D48aNRb/FvIEAACAASURBVOvT0tJgYGDAlMzrfS5fvgwTExPcvXuXWfvgwQO0bNkSnTt3Vnt7npubCw8PD1WGOHd391LtTEq7IxEEAVevXoWbm5sqQyhLXp7nz5+jffv2aNu2rahnZzdv3oSxsTFu3rzJrAXe5bopV67cByHsWalbt67aybs+xS+//ILJkyeL1t+5cwfGxsaizp9SqYRMJoOTkxN++OGHQq8bdyQfIZPJVOlfWRL5fGyjRYsWWL9+veg2ZmRkwNDQUK1tZUH8888/sLOzE60HgN69e2PXrl2i9du3b0ft2rVF5USRyWT4/fffUbFiRfzvf/9Te1e4detWzJs3D/Pnz0eVKlXQqlUr7Ny5k2lCePXqFWbNmoVhw4ahZ8+eaN26Nfbv3898DFIoKUeyZ88etGnTBr169cLw4cMxe/ZspmdlGRkZ2L59O5o1a4aqVati0aJFmDNnDnbu3KmWXhAE7Nq1CyYmJliyZImoHf3bt29Ro0YN/PXXX8zafDZv3gwXFxfRegBo2bIlzp07J1r/+PFjGBsbF5iHRx1WrFgBGxsb0Xc2cnJy0LVrVwwaNKhAG9yRvIdSqcSQIUPQuXNnSbnD58+fj06dOknKXLdz505069ZNtB4AfHx80Lt3b0k2du3aJdnG2LFj0aNHD9Ed+fLly6hTpw4GDBig9v3m/EWATCaDn58funbtCmNjY0yZMkVt5/z48WO4uLioHvBaWlrCxcUFq1atYk529j4pKSk4deoU/v7770LLqTs49+7di9OnT4u+Fw8A4eHhWLFiBfr16wcLCwvVMQ8aNAhPnz5Vy8bTp08xYcIEVKhQAT179sTRo0dVTkDdRVlycjL69u2LBg0aiN5NyuVydO7cGVOnThWlz8fBwaHIa6SOjePHj0uy0aFDB+zbt0+0XqFQwNbWFsuXLxdtIzMzE3Z2dqpEXx/zTTmSTZs2oUGDBqrsdx8ftCAI+OOPP0RnVMsnODhY0k4CePd849atW5JsvHr1Cl5eXqK0WVlZEAQBycnJCAoKktSOvLw8/Pnnn5IehGdmZmLhwoWSHPyTJ08wc+ZMptc4AeDChQvo2rUr7t69iz///BNjx47F5s2bRbVBqVTi4MGD6N69Ozp16lRoWXUHp62tLXr16oXDhw+LXrx4eXlh3Lhx2L17N+7cuYOuXbvi8uXLTDauXbuG2bNnq+14PkVmZiYWLVokaQWuVCqxa9cuyW/+nTp1Cunp6VAqlaJvb61duxaxsbGS2nH9+nWmVLmfIioq6oO3YcWQlpZW4K6SZ0gsBYmtwsLCqGPHjsw6ANSwYUO6du0alStXjkkbEhJCCoVCVBbArxEAJAhCsUaZzszMLPS6qNtPi7LDilKpJE1NzSIzIn4rHDt2jExNTZk+kiZ698Fkx44dKSIiQlS9Ysd9SfBFJLbiFIxCoaDx48eL+tI0IiKCHjx4IOqL/CdPntDy5cuZdV8rGhoaxZ6qoLgm/+J0IkTvohRwJ/IOALR8+XKKiopi1oaEhNCdO3eY4nrlk5OTQ5MmTSKlUsmsLW1wR6Imb9++pYyMDFHavXv30sOHDykuLo5Z6+PjQ0T0rxA06vDkyRMKCwujK1euMGsPHz7M8zBwvigAkK+vL7Pu7NmzdOXKlUJj+RVE/rhjjbVF9C5Q5L1791RjmJWUlJRSE3qIOxI1AEDjx48XlWNALpfTokWLiIiYIxYDUMX4EbMiyl+BidmVBAYG0rZt25h1HM5/xfr160VFp87v/2J2JPnjjjXWFtH/jfcFCxaI2pVkZWXR5MmTmXUlAXckavD333+Tr6+vqLzaZ8+eJX19fSpXrpyo0PeHDh0iTU1NOnLkCPMOoVmzZmRsbEz9+vUjmUzGpDU2NqapU6cyBW7kcP4rrly5QjNnzmROw5Cbm0v9+/cnc3NzatSoEZNWEAQKCAggondRuFnHX0xMDJUrV450dHSYo3cTEWlra9O+fftE7cI+N9+EI0lLSxO1rSUiev36NU2aNImI2CKH5tOlSxdq1KgRrV27luzs7Ji0GhoaJJfLSVdXl8qWLct8z3v+/PlUv359srS0ZA6fbWRkpAp/n5aWxqT9Fu4Jc8QBgLl/JCUlqcKxGxkZMWn19PSocuXK1LBhQ/r111+ZtJqammRgYEAaGhqkUCiYx5+DgwMtX76cmjdvTvb29kxaov+bb8aOHSsqrwnRu+jfmZmZorQsfPWORC6X04ABA5hX5Pns379f9ZBczI6E6F0o+KZNm5KlpSWzNi8vj3R1dUXVS/QuidijR4+YdcbGxlS7dm1q164d87OhnJwcmjlz5ucNY8354pHJZPTzzz+TXC5n0mVlZVHbtm2pdu3azDsSIqJHjx6pnbvkYzQ0NEhXV1fUbe2qVatSkyZN6M6dO6Lqzp9vFAoFHThwQJSNrKwsGjx48H++uPuqHQkAmjhxIgUFBVHNmjVF2fh/7J13WBRX+/7vpYMivaggoASkSFGwYazR6Kui2BuW2BJLbIm+xhi7UTQqtlij2MGCLUZjR7CDiEpTRGlSpEqH3ef3B7/l1djYOeMXMOdzXXPFAOees7Nn5pnTnnvkyJEgIgQGBgoKJMXFxXjy5AkcHBwEnV+MQBIbG6twuaFDh2Lv3r0IDg5GgwYNFCpbt25dREZGonv37sjKylL43JzPj4yMDHTt2hXPnj2DhoaGQmUbNmyI4OBgHDlyBF5eXgqfOzY2VnAgASA4kABAs2bNEBkZKeilSl1dHYGBgSgrK8OoUaMEnd/KygqnT5/GjBkzBJWvKp91IFm1ahW2b98OIyMj1KlTR5DGyZMn8dVXX6Fv376Clo4+evQIjRs3hpaWlqDzFxcXMwUSGxsbQT0SfX19tG7dGmpqagrb/AJAnz59cPHiRbRq1UrQQgHO50NERARatmyJoKAg9OnTR+HyFy5cgKGhIVxcXKCvr69w+ZiYGNjY2ChcTo66ujqKi4sFldXV1YWpqamge1BDQwN9+/bFl19+idOnTws6v56eHrS1tbFhwwasX79ekEZV+GwDSXl5OerWrQstLS2mRhQYGIh+/foJLh8REQEnJyfB5UtKShR+g3sdoUNbQEW3ftSoUfDz81O4bO/evSGRSJCcnIyUlBRB5+d8HqSkpCAlJQXKysro2bOnwuV3796N0aNHCz4/y9AWUPFAF9ojAQAnJyfBw1sA0K9fPwQGBgoqK5FI0LRpU2hoaEBLS+uTDXHVukCyadMm2Nvbw93d/YN/p6KigpiYGEycOBE7d+4UdK7c3FxcuXIFvXr1ElQeqNhQ6OzsLLg869CWtbU1kpOTBXuwe3t74+jRoygoKFCoXP369bFlyxZ06tQJFy9eFHTuvXv34vnz54LKcsQlPj4eBw4cEFT277//Rs+ePbF582YYGBgoVDY3Nxd//vknhg0bJujcubm5yM7OFjy0DbANbQGAs7Oz4J3xQEXv/u+//0ZhYaGg8nv37sWYMWPw+PFj0TfkVqJ4tpaawcfywmRnZ5OOjg7Fx8cLPseBAwcEe3nI6dSpE508eVJw+WvXrpGbmxtTHaysrJjSYHfp0kVwBtakpCQyMDCgW7duKVz2zp07pKamRsOGDWPOWVZd1PY08nfu3KFBgwaRurq6oDYUFBRERkZGlJqaKuj827Zto169egkqS1SRO8zOzk5weSIiR0dHunPnjuDyAQEB1KNHD6Y6tGvXjo4dOya4fExMDOnp6X0wByFLW611PZKqsn37dnTt2pXpTSQwMFDQ5J4cIhJlaIulRwKwDW8BwOjRowUNbwEVE6W//fYbRo0apfA4s5ubG7799lscOHAALVu2FLxDmCOMAwcOoHXr1ggICMD06dPRrFkzhcoXFBRgzJgx2LBhA0xMTATVwc/PT/BEM8A+rAWw90hYh7YAwMvLS/DwFlAxV+rh4YHdu3cz1eN9fJaBpKysDOvXr8fMmTMFaxQVFeHs2bPo27evYI2UlBSUl5ejUaNGgjVKSkqYU5UIXbklx8vLC3fv3hW0oRKoWPlmbW2NBQsWKFx26dKlaNiwIfT09BAaGgqZTCaoDhzFkMlkuHPnDvT19WFlZYVffvlFYY2ffvoJrq6uGDRokKA6PH78GFFRUejdu7eg8gD7ii05LIHE2toaWVlZyMzMFKzh5eWFU6dOKbx0+nVmzpyJdevWfZJ5ks8ykBw5cgRmZmZo06aNYI0LFy7AwcFB4aWvrxMREQEHBwem5HmZmZnM8wRSqZSpR1KnTh3069cPe/fuFVReIpFg69at+OOPP3Djxg2Fympra2Pfvn24f/8+Lly4gBEjRgi6qS9duoSuXbtiwoQJWL16NU6dOsV0Y9dEMjIycPLkSaxatQrjx49Ht27dBK24KyoqwqBBg3Dz5k1ERERg9+7dCq86vHr1Kg4dOoTNmzcLbv979uzB4MGDmXrkMTExTA9foCJnVk5OjuDySkpKsLe3Z+qVWFlZwdLSEleuXBGs0bFjR2hra+PUqVOCNd6L4EG3auZ943kymYzc3NwoICCASX/06NHk4+PDpLFixQpq3749k6/J5MmTSVVVVbChFBFRkyZNmOdZrl69SjY2Nkx+JHv37iUbGxvBPhWvXr2inj17UocOHQS5Nf79999Ut25dAkDm5uaCx+1f52PXo6rjzizXVU5SUlKloZWOjg5dvnxZYY2MjAxq27YteXl5CfbvePXqFVlZWdHhw4cFlSeq8CNp1KiRoLm113FwcKCmTZsKLl9SUkLKyso0e/ZswRrR0dH05ZdfCvYVkrN48WL69ttvmTT27NlDX3755Tt/x+dIXqOgoACurq5McxsAYGFhgf79+zNpWFlZIT09HUFBQYI1oqOjUVZWhlu3bgkqn5aWhri4OBgbGwuug0wmQ7t27dClSxfBGZABYPjw4ejWrZvgHlbdunVx/Phx2NvbC3oz69q1K65evQpjY2PY2tpi2bJlguoBVFyTbdu2wdPTU7DG6/To0QO7du1iGrpbvHgx7O3t0aBBA1y7dk2QD8bFixfh5uaGw4cPC9779OzZM/Tp0wcDBgwQVB4AcnJy4OnpCXd3d6ZrYmpqiujoaMFZdIODgyGVSvHw4UPBdQgKCkJ2djbMzc0FawDAwIEDYWZmxqQxePBg2NjYCN4X816Ywls18n+xGqa4uJgeP34suHxsbCwBoPHjxws+v7a2NgGgefPmCdI4dOgQAaAuXboIKk9E9Oeff1JSUpLg8jWNuLg4Sk9PF6UX8DG3x6q2UxbXSDkymYxSUlLo+fPnzFo1hadPnzK5e3p4eBAAOn78uKDys2bNIgCkr68vyHeeiMjb25sAMH0v0dHRgs9fVXiP5BNx7NgxXLhwQXD5/fv3A4DgHkl+fj42b96Mli1bCt4UefPmTWhrayMxMVGQHwoA3L17F1u2bBFUtibSuHFjGBkZiWL8xLJZVGwdiUSC+vXrMy3uqGls3rxZcAbq58+fIy0tDTo6Orh+/bogjWHDhsHZ2RmbN28W3BuX3/9C9+EAFbYOQne3/1/AA8kH2LJlC0JDQwWXd3R0hImJCXr37i0oA6eBgQEaNmwIFRUVNG/eXFAdlixZAnd3d6xdu1bw8Nb9+/exbds2ppUrHI6iFBYWYufOnYI385mZmWHlypXw8PDA/PnzBWk0b94cysrKaNSokaCEkdnZ2ejXrx/MzMyYMmyEhobW6Je5zzaQlJeXM40DRkZGIigoiCmQDBgwAKWlpZg1a5ZgK1WZTAYlJeFfU926dVGnTh0UFBQI3tUaERGB9PR0BAQECK4Hh6Mo+/fvR3Z2tuDVTsrKyigoKECdOnWYrIyVlJQEz9Po6elh6tSpkEqlTKmWQkNDce7cOcTFxQnWKCoq+mTL52tdIKlqipSjR48iMjJS8Hl27NgBNTU1REZGCn4TJyLk5eWhXr16guvBGkiAimAi1JMgPz8fBgYGMDAwUNiX5HVYlh9zai8s33tBQQHq1auHevXqCb4H8/PzmYIIwBZIAKBevXrIy8sTXL6goACxsbFQV1cXnO4JqHB5/CRLf1ELA8nkyZMRGRmJO3fuvPdviAirV69myjq7cOFCmJub4+jRo4Jz3MjzW2lqagquhxiBRN4jEYKmpiZOnz6NoqIiTJ48WXAdVqxYgadPnwouz6l9xMTEYM2aNYLLT506FYWFhTh37pwgUzkAlT0SFlgDiba2NgoKCgRvBCwqKsKRI0dgbW2N//73v4LrERUVhdWrVwsu/yFqXSCpCteuXcPdu3eZAkm9evWQmpqKVq1aCRobBYC8vDxoa2szTepWd49EWVkZBgYGkMlkTJuyEhISBO1s59Refv75ZyQlJQkun56ejrp166Ju3bqC74Ga0CNRU1ODhoaG4Ml6Q0NDuLm5ITU1lWl0IyoqCsHBwYK3EnyIzzKQyKMuSyB59eoVSktLBfkfyGEd1gIqdqVXZyABKlYDmZmZCU6RAgCpqanYv38/c84hTu3gzp07OHLkCFJTUwVrJCYmMu+9ECuQsKYVYR3eMjExQVZWlmCnV+B/z8PffvtNsMb7+OwCSWlpKfr27Qs9PT3BK52AigefiYkJ00P81atXzIFEJpMxp35mGdqSY25uzvR2mZaWBhUVFWzevJmpHpzawe+//w5lZWXBXuNARWoS1g14YgxtKSsrM09S16tXj2kzr6qqKgwMDJiuZ+vWrVGnTh306dNHdBvszy6QqKmpoUmTJvjiiy8wb948wTovXrxA/fr1meoiRo+kuoe25LD0SGQyGfz9/SGRSJjGaOVJMDmfntLSUsG9CfkcpZqaGvbu3Ss46WhN6pGIEUhYeiRAxS59oXvBAGD+/Plo0qQJrK2tBdmGf4jPLpAAwNOnT9G4cWMmjdTUVJiamjJp1JRAUt09EiUlJXTp0gV2dnYIDw8XXIf4+HgsXbpUcHlO1fnll1+QnJwsqKxEIkFYWBicnJzQqVMnwXOENaVHIkYg0dbWZg4k9evXZxoqBCo2436KRS+fZSCJi4sTJZDwHsn/YJ0jASr8Re7evSu4vJaWFpYsWYKQkBCmenA+zOXLl+Hj4yM41xZQkQ3Bzc2NqR68R/ImpqamogQSlr0o7+OzDCRi9EhevHjBeySvYW5uzhxIWrRowbTBU1NTEzKZDMOHD2fa08J5P5mZmfD29gYRMS1bDw0NRYsWLZjqkpiY+Nn0SMQIJPXr12ca2gJ4j0QhxBraEqNHoq2tzaRRXFzMnBNKrB4Jy2Q7IE6PBKh4y2RxSxQ6Zl9bYPl8AQEBlfumqrtHkpSUVCN6JACYVksBNatHwgNJFakJPRKZTCZKj+Thw4eCU2DLkQcSlgYk75GwPKSaNWuG+Ph4watX6tWrh4CAAJSUlGDIkCGC6xEXF4ddu3YJLl+T2bp1K1PPcciQISgtLUVAQIDgN/nMzEykpaXBzs5OcD2kUilSUlKYeiRPnz4VJZDk5OTg0aNHTBryQMKaEp/3SETiYylSXr16hZycHOYuMetk+6lTp5CRkcEcSO7du8fceOrUqYO8vDysWLFCsIa+vj6IiCmoaWhoME246+rqYuDAgWjVqhVTqocmTZpg4cKF+Pnnnz+b3olMJsOPP/6INWvWMGX/PX78ODp27IiBAwcKDiRhYWFwdnZmWhmUlpYGbW1tpmGpxYsXIz8/n3loKy0tjWlIFvjfBuezZ88K1hBjst3CwgIpKSmiJ2CtdYHkYylS0tPT0bJlS+a9FxoaGkw2u+fPn0diYiJTMCIiPHjwAGlpaUwPPHkwu3jxomANiUQCd3d3Znva9u3bMw+RDR48+IMpcj6GRCJBjx49cPnyZaZ1+QAQGBjI/IYXGxvLnAPpxYsXCAoKQvfu3Zl07t69i8GDBzNpJCcn48svv2TSyM7OZtoHRkQ4f/48VFRUmIaXiQgZGRlMqw2BiiDw9OlTXLp0SbBGgwYNoKamxlQPDQ0NuLq6Ij09nUnnLURxRKkGPpWxVXFxsWCL0ddp1qwZtW/fnkkjKiqKABAAevToEZNWy5Ytmc115AQHBzNrsCCGIVVaWhpJpVJmnUePHlFOTs57f1+VdpqVlUVRUVHMdZFKpZSWlsasI8b1ZUGM9iU3lWO9B0NDQyvvwfj4eCatli1bkru7O5MGEVFeXt4nMbnixlYi8uDBA+Z06VlZWXjw4AGCgoIE28oCFcNrnp6e6NWrF9MbxJMnTyrf4K9evSpYB6hYBTNjxgwmDVbEMKQyNjZmXg0HAPb29tDR0WHS0NPTQ9OmTZnroqSkxGSpLEeM68vC1KlTma1g5VbMwcHBTHNGWVlZ6N69O7y8vJh60rGxsbh9+zbCwsKYdrgDFen1o6OjmTTEhgeSfyCGgczt27fh5OSEZs2a4ebNm4J1OnbsiObNm8PBwUGQ/7YcTU1NLF++HN7e3mjWrJlgHQDYt28f7t69y7wKjMN5F1lZWbh37x78/f2ZdFq0aIHBgwdj1apVTHM1X331FWxtbdGqVSu0a9dOsM6dO3dgb28PR0dHppWLRMRsuPcp+KwCCYkwcRoaGopbt27h3r17gjW6deuGyZMnw9XVlXm8WYw17A0bNgQRwdDQEC4uLoJ1iAgbNmwAEeHhw4dMdeJw3oU8qae8nQmlefPm0NfXr7QfZkGMvVzDhw+Ho6MjZs6ciQ4dOgjWuXXrFu7fvy9KIBHjeSnnswok+/btY7448i9o69atgjWUlJREWTcu1xLD1UyMZZAhISHIz8+HpqamYPvT1xHj+nBqDmJ8n/fv34empiYyMzOZ3twBcfZPAeIEEuB/G5RZtOSjJayBhIiwf/9+Jo3XqdZAsnnzZlhZWUFDQwMtWrTAtWvXmPT8/PyYNGQyGQYPHgwVFRUMHDiQeaWUGDeWGJlHAXF2+Hp4eMDb2xvTpk1Dz549mbTy8vKwcuVKJg1OzWL58uWCTeDk9O/fHxMnTsS4ceOYNzSKkdEBECcDN8Ce6YKIMGzYMEgkEubn0/nz55mHD1+n2gKJv78/pk+fjnnz5uHevXv48ssv0aNHDyQkJAjWjIqKYsq1r6SkhB9//BGqqqpwdXVlmnT8HHskEomkcrcx6z6dNWvW4MGDB0wanJpFWFgY1q9fz6RhZmZWmSC0JmR0AMTvkQhFIpHA0dERurq6mD59OtP1YXWQ/SfVFkjWrFmDsWPHYty4cbCzs8O6detgbm6O33//XZBebm4uUlJScPLkSSafaPmYKuvGHzEDCaupDiBOjwQQJ5Feeno6fvvtN+ZrzKlZpKamYsWKFcjKymLSESOvGyBej0QMczlAnNx7YthbRERE4Pz584iPj6+0A2dF3KT0VaS0tBShoaFv+Q9369YN169ff2eZkpKSN3Zjyh/S8v+Ghobiiy++gEQiQUhICNPFNjQ0xJMnT5jeuiUSCXJycpiDSWlpKYqLi5l1srOzoaSkxKzz/Plz6OnpMen88ssvyM/PR0pKymc/T/LPdvo5k5KSgtzcXCxevBiLFy8WrKOvr4/nz58zXzNlZWVkZ2cz6xQXF6OkpIRZJzc3FxKJhEnn6dOnMDQ0ZNK4desWmjRpAiUlJYSFhVWu5GT6fCLtZVGI5ORkAkAhISFv/HzZsmVkY2PzzjILFiyo3BjED37wgx/8+DSHkA2J1dIjkfPPMT4ieu+439y5czFz5szK/8/Ly6vsAsu7i4mJiWjfvj3i4+OZ6vXDDz+gUaNG+P777wVrlJWVwdDQEFlZWUwTdVu2bEFUVBR8fX0FawBAp06dsGzZMrRt21awRnZ2NmxtbZGWlsY0PhseHo4xY8YwLbEGKsauFy1ahEWLFjHpfEre1U5rIr/88gsWLVrEPC9hb2+PY8eOMW2wlEqlMDQ0RHJyMlMG4kuXLsHHx4cpvxUATJw4Ea1bt8aYMWMEaxQWFqJBgwbIzs5musY+Pj7Izc3FsmXLBGsQERo2bIiIiAgYGhpW/lzeVoVQLYHE0NAQysrKb42Rp6enw8TE5J1l1NXVoa6u/tbP69WrV3mDNm3atHLXKMtN26hRI+Tk5DDf+BoaGpBIJEw6WlpaUFFRYa5LUVERTExMmHSePXsGc3Nz5p3cMTExaNmyJfNn8vHxQVhYWI1+QMt5vZ3WRG7cuAE/Pz+mlycAcHd3r/x+WWjQoAHy8vKYctWZmJiguLiY+bqrqKigTp06TDqFhYXQ0dFhvneys7NhZWXFVJeMjAxIJBJYWVmJlsWgWibb1dTU0KJFC5w/f/6Nn58/f57pjVlZWRmWlpbMPRIxJtsBcSbcxVq1JcZkuxgT7YA4pkehoaGYN28e0xsr539oaWlh9uzZzCvpWM3L5Igx4S7m8l/WyXYxJtoBcXyS5DYbYqbCqbZVWzNnzsSOHTvwxx9/ICoqCjNmzEBCQgK+/fZbJl0x8u2LkfcfECeQiLWPRIzlv2J4aAPspkf5+fkYM2YMysvLmVz8OP9DU1MTJSUlGDNmDNNKHlbzMjliGKmJufyXdR+JWIFEDOdWMfya/km1zZEMHjwYmZmZWLx4MV68eAFHR0ecOXMGFhYWTLpNmjQRJZDwHsnbiNEjKSkpwcOHD+Hq6ipYQ1NTE7Nnz8amTZuYezYpKSnIyMiAs7Mzk051EhYWhoYNG753WLgqtG7dGunp6ZgzZw5TqvIWLVogPDwcUqmU6eHLeyTvhtUnCfg0gaRad7ZPmjQJz549Q0lJCUJDQ9G+fXtmTTF6JGJ4IwM1J5CUl5ejpKSEOZCI0SN5+PAhLCwsmMaKlZWV4e/vj/Hjx+Onn34SrHP//n20bt2aeaigujEyMkLr1q0RGRkpWGP+/Pn45ptvEBAQwBQAjIyMYGBgwJydVsweCTGmTaopgYSIRB3aEpPPKtcWIE4gMTY2Rm5uLrOLmBiBRCKRMAeSgoICqKurM2VBBcTpkYgxP5KdnY3Lly/Dy8tL8DhvXl4evL29YWxszJR6PTY2ljkteG5uLp48eSK4vLm5OerU26nLeQAAIABJREFUqQNvb2/BQzkSiQT9+/fH2bNnmT+PGPMkYvRINDU1IZVKmf3WZTIZ83yCGIEkLy8PUqkUenp6TDqfIpB8dsZWeXl5lJCQwKwfHR1N5eXlCpd73RQoMTGR2Xhr8+bNlJSUxKRRXl5O0dHRRESUmZkp6HMRESUkJNCrV6+Y6pKbm0uJiYlMGlKplNnoi4jo6dOndO3aNSYNf39/evz48Xt/XxWzoKioKDp27BhTPYKCgpiNl4gqjLpYja2eP39OeXl5TBos7aS4uLjSbCw6OprZwCwhIYG2bt3KpJGTk/PGfSzkGpeVlVFMTAxTPYgqvp933ccsxlYSotppWp2XlwcdHR3k5ubWqGWVERERUFVVhZ2dnSh6rVu3xpYtW5jSv7/OokWLMGrUKFhaWoqix/kwNbWdfs5ER0fjxIkTmDNnjih6N2/exH//+99KsyxW7t+/D3V1dVHMzMSEpa3WuqGtTZs2wd7eHu7u7tVdlXfy7NkzpvQQr5OdnY07d+7gyJEjoujl5+dj/fr1ePz4sSh6csRYDMD59yJ2+3n8+DHWrl0rWh6pI0eO4Pr166KZuS1cuJApOW1NpNYFksmTJyMyMrLSOlYsxHIcS0xMhL+/vyjGT5cvX4ZMJsPhw4dFMaHZvn07srKymMbj/8mBAweQmZkpmh7n30dKSgqOHTsmmt6TJ0+QlpaG3bt3M2sREY4cOYKysjIEBQUx64WGhuL48eOiJKWU69UEal0g+VRMmDCBeZIRqAgkRISFCxcya0VGRsLMzAwmJiaIi4tj0iopKalMsS9WjyQ6OhoTJ06Erq6uKHqcfye6uroYM2YMcxuXI2/fq1atQnl5OZNWVFQUzM3N0ahRI1FsDxYsWAAAogSSnJwcfPfdd8w6YsADyf8nMTERs2bNYtbJycmBgYEB1NXVmd/U582bBycnJ0yfPh3W1tZMWkVFRVi6dClatmwpyrBgYWFhpbmOqqoqsx7n34t8v8egQYNQXFzMrOfh4QEXFxcsXbqU2WjL3t4e3377Ldzc3DB79mwmrbS0NNStWxdGRkbMqfYB4Pvvv68xVgy1PpCcO3dOlGEfFRUVbN++HWfOnGHSWb16Nbp164aOHTvCwMCASUsikUBdXZ15GTJQ8daXlZUFV1dXDB06lFlvypQpePjwIfNSxNcpLy8X5UHC+fQUFRWJ4pMDVLRzPT09hIWFvZGYVSjDhw+Hk5OTKPnygIrevLq6OvMSYBMTE3h4eKBXr15Yvnw5k1ZgYCD27t3LvKQfqBi+Y33u1fpAcuHCBaxdu5ZZR54+JDw8nCkw1a1bF05OToiIiGCuEwDRAglQsefB1taWWUcmk2HcuHHQ19dHu3btRKhZxcICb29vUSxNOZ8eiUSCESNGiOaz0qlTJ9SrVw/ffPONKC+Gtra2iI2NFaFm/wskYhAREQEnJyemdEUymazy+SKGWd2vv/6Ky5cvM2nU+kBiYWGBH374AYGBgUw6R44cgbOzM1q1asX85uHs7Iz79+8zacgRM5DExMTAxsaGWUdJSQlnzpzB0KFDRZnQjI6ORqtWraCsrMyHyWoJGhoaKC0tRevWrUVZvLF3714MGDAAZ8+eFSWZoK2tLZNT6uuIGUju37/PnI5HSUkJbm5uaNWqFfbv38+kdejQIcybNw9WVlZsdWIqXQOwsLAAEWH48OFMK7mcnJzg5eUlyuoReY9EjDcrDQ0N0YZ7YmJiROuR7N27F6NGjWK+wc6ePYvWrVvj8ePH6NOnD3PdOP939OnTB1FRUWjZsiUuXrzIpKWuro7Ro0djz549otw3NjY2NS6QSKVSPHz4sNKRkIVjx47By8sLTk5OgjVCQkIwevRoAOCBpFGjRmjcuDGsra3RsGFDJq1+/fohMDCQeV17gwYNoKysLMrKDLF6JK9evcLLly9F2Yh45coV1KlThymDrxwDAwOUlJRAS0sLX3/9NbMe5/+Onj17QkNDAyUlJczzgQDQrl07SKVS3Lhxg1nL2toaiYmJotw7JSUl0NDQYNaJi4uDnp7eG2ZSQigvL8eJEyfg5eXFpGNpaQlLS0s0btyY+blQ6wPJF198gbt37yIzM5M5yZujoyO0tLRw+/ZtJh2JRCLa8JZYgSQ2NhZNmjQRZXJu9+7dGDVqlChDEOvWrcPo0aNx5MgR5onR3NxcrFq1Co8ePWKu1+dMeHg41qxZw7zc3cDAAMeOHcOgQYOwYcMG5npJJBKMHDlSlOFSTU1NmJmZiTLsJlaPRIxhLQAIDg6Gqakp8zD106dPUVpaijt37vAeiZaWFvT09DB16lTmSXeJRIJ+/fqJOrzFiliBRKxhrVevXuH48eMYMWIEs1ZgYCBCQkLg4+ODHj16CNZJSkrCjz/+CHNzc4SHh8PBwYG5bp8zLi4uCAkJgbm5OebOncuU6bpHjx5Yu3Ytzp07x7zyBwBGjhyJw4cPi7IrXazhLbECiXyinZVjx46hX79+zDpr1qzB999/D319feYeV60LJO9LkTJhwgScOXOGOfWAl5cXAgMDmcdpa2KPRIyJ9qNHj6Jt27bMw4gvX77Ed999hz/++APa2tqCdfLz8zFx4kSsXr0aysrKWLNmDVO9/i2sX78eMpkMK1aswHfffce030JXVxfbt2/HhAkTkJ2dzVQvKysrODk54cSJE0w6gHgrt2pSj4SIEBgYyDys9eTJE1y5cgXffPMNk46cWhdI3pciRV9fHyNGjGDuYrdq1QoFBQXMKU4+1x6Jn58fRo0axawzZcoUDBgwAJ07d2bSuX//Pu7cuQM7OzusWrWKydwJgGgr5D41rPVs2LAhli9fDnt7e9y8eZO5vffo0QPdu3fHjBkzmHQAYNSoUfDz82PWEWvlVk3qkdy9excqKirMSVx9fX0xduxY8RKJCspDXAN4V8rjmJgY0tXVZU5hPWnSJFq0aBGTRlFREamqqlJBQQGTjq+vL02YMIFJg4jI1dWVgoKCmDTi4+NJV1eXCgsLmXQCAgLIysqKOSX94cOHSV9fn44fP05RUVEKpwvPycmhdevW0aRJk+irr74iGxsbOn78OFOd/glLau4P4e/vT1988QV17dqVJk+eTL6+vgq3e7m9QEBAAOnr69OJEyeY6pSTk0Pm5uZ08uRJJp28vDzS1tam5ORkJp2///6b2rRpw6RBRDRy5EjmNPLZ2dmkrq5OZWVlTDpz586lmTNnMmlkZWWRjo4OPXv27I2fs7TVzyqQEBF5enqSr68vk/b58+fJ2dmZSYOIyM7Ojm7fvs2ksWXLFho1ahSThkwmozp16lBaWhqTzuLFi2n8+PFMGmlpaWRsbExXrlwRrCGTyei3334jExMTunXrlmCd58+fk4uLCwEgXV1dQd4kxcXFH3yAV+XmzMnJoZKSEoXPffHiRdLW1iYA5O7uzuTzEhwcTEZGRrRx40bBGkRE586do/r161NmZiaTzogRI8jHx4dJ4/nz52RgYMCkQUQ0ePBg2r17N5NGUFAQubq6MtfF1taW2UNn5cqVNHjw4Ld+zhJIat3Q1seYP38+mjRpwqTRoUMHeHt7My8DXrRoEfNSPw8PDwwZMoRJo6ysDEuXLoWRkRGTjouLC6ZMmcKkUVRUhPnz56NDhw6CNYgIKSkpuH79Olq2bClY58KFC/Dw8ICZmRmCg4MF7dLPy8tDz549cevWLUF1CAkJQc+ePQXNUXTu3BlBQUFo0KABWrVqxeSX4eHhgeDgYCQkJDDND3br1g2zZ89m9kqfPn06HB0dmTTMzMwwb9485lQuI0aMYGpnQIV9988//8ykUV5ejvHjx6NNmzZMOra2tpg7dy6Txj/hxlacfzXl5eV48eKFYAthIvrgMuiqtFP5LSh0OfWzZ89gYWEhynJszr8Xlmcq+6YCDqcWo6KiwuRDL8bDm1WDu11yqpvPbmiLw+FwOP+38EDC4XA4HCZ4IKnhJCcnfxJdsbwkOJyaxKdq15/qPvxc4IFERK5cuSJK5tLXEcO18Z+Ehobi2rVroutyONXNxYsXRfMCkkNEot+HRISrV6+Kqlmd1LpA8r4UKUIoKSkR9cH/559/YseOHaLppaamwt/fXxSvaDlFRUUYMWLEJ1nhEx8fL7om5/PlU7QXIoK3t7eoGQpCQ0MREBDAnP7ldTZu3IgLFy6IpkdE1ZqVodYFkvelSBFCWVkZxo8fL0qCOAAwNDTElClTRKkbULHHAKgw/RGLuXPnIjo6GmpqaqJpFhcXY9asWQgICBBNk/P5s3fvXvz0008oLS0VTVNVVRURERFYsGCBaJpyj5Tr16+LohcSEoKZM2cy7zGTk5+fj7Fjx4o+GqIItS6QiEndunWRnp6Odu3aMSd7BAAjIyOUlpaif//+ePnyJbNecHAwAGD//v2ijP1euHABvr6+ACBaILl37x7c3Nywfv16UXJwcf49jBkzBitXrkTLli2Zc33JkbdrHx8fUYZvy8rKcPDgQQD/ux9ZSE1NxcCBA1FeXs68QRio6NW1bdsW+fn5onimCOVfHUiAimy/YWFhcHNzQ1BQEJOWoaEhDA0NYWVlhbS0NOa69ezZE82aNcPq1auRn5/PrGdrawtXV1d06tRJFEvb+Ph4jBgxAo8ePULfvn1hamrKrAkAWVlZ2LVrlyjp/Dni4e/vjz179og2xGNubo7//Oc/uH//PoYPHy6KEZyqqio6deqEVq1aMXtsABW2CatXr4abmxu++uorZr309HRYWlrC0NCQOZBcvHgRbm5uePDgAXM2YABsPkzCsrVUP/K8MIMGDWLKMZSRkUFqamqkqanJlLeJiOjFixcUFRVFOjo6lJ+fz6Qlp2PHjvTXX3+JopWUlETa2tpUWFhIpaWlzHqpqalkZmZGzZs3p/PnzzNplZSU0JYtW6hr166krKxMLVu2pKKiIuY6VjefKmljdVBQUEAuLi6koqJCX3/9NW3fvp25HZ06dYpatGhBlpaWlJGRwVzH0tJSysvLozp16lB6ejqzHhHRsWPHqHv37qJo5eTkkLa2Nj1+/Jg5911wcDCpq6uTpqYmU/t69uwZDRkyhAD8e3NtBQQEYPz48cjLyxNU3tDQEIcOHcKgQYOwZcsWprqYmpqiadOmcHd3x5EjR5i05MhTFohBYGAgevToAU1NTeYeSWlpKQYOHIihQ4fizz//ZE4Hr6qqips3b+L8+fMwMDDA0aNHq7WrznkbLS0tBAYGol69ejh37lxlSnMWevTogTNnzqB3794YMmQIysvLmfRUVVWhra2NLl26iOJpAlQ4b+ro6IiidejQIXTo0AHW1tYwNjZm0tq0aRNGjx6N/fv3C04TlZOTg7Fjx+LQoUNo1KiR4LrU+kDi6OiI2NhYpqEfLy8v+Pr64sKFCzh58iRzncaNGyfa6i1dXV3k5OSIonX06FH0799fFK1Zs2ZBQ0MDv/76K0xNTaGkJLwpJScno3v37rh37x569uyJw4cPw8zMTGEdIsLZs2exY8cOLF26FJMnT8aSJUtEncytjZSUlGDhwoWYMmUKli5dip07d+Lvv/8WNDlraWkJf39/eHp6IiQkBL1790ZqaqrguikrK8PY2Bi//fYbysrKREsm2L9/fxw9elQUrdzcXOjq6oqitWPHDowbN45ZJyAgALdu3cLq1auZhrXy8vLw+PFjODs7Y86cOcIrJLg/VM3IhwyioqLol19+ITs7O+au7IULF8jU1JRZp7i4mAwMDCgqKopJh4jo+++/p5UrVzLrpKenU506dZg9QIiIdu3aRVZWVvTy5UtmrUOHDpGhoSHNnTuXSkpKKDs7W7BWYWEhjRw5srKLPmTIEGY/GFZqytDWq1evqF+/fpXXZty4cUxDh9nZ2VRUVESzZs0iY2NjOnr0KHMd09LSyNzcnA4cOMCslZWVRVpaWkztSc6iRYto9uzZzDrh4eFkYmLCPByYkpJCRkZGzP5CKSkpZG1tTcuXL6eEhATKzMz8d/uRyGQymjVrFrm4uFBWVhaT7tSpU6l///4kk8mYdKZNm0Y//vgjkwYR0fz58+mnn35i1tm2bRv16dOHWef27dukr69P4eHhTDpZWVk0bNgwaty4MQUHBzNpRUdH04wZM0hfX586d+5MhoaG5OPjo9B3ePfuXdq1axedPHmSrl+/TjExMaI8/MUMJDk5ORQTE0MhISF08uRJ+uOPP+jevXtVLi+VSmnJkiVkbGxMHTp0IENDQ/rhhx/o8ePHTPW6fPkyNWrUiEaNGkU5OTlMWnfu3CF9fX2FPtf7+Prrr2nPnj3MOjNmzKBly5Yx60ydOpXmzJnDpCGTyahnz57Mz5aMjAxycHCgefPmVf6MG1tRxQX+9ttvqVWrVkwOiQUFBWRjY0P79u1jql9ERAQZGxsLMix6ndWrV9OkSZOYNIjEuankk+sHDx5k0jl//jyZmZnRuHHjBH9XJSUlFBAQQJ07dyZ9fX2aMWMGRUdHExHRjRs3qqxTWFhIISEhtGjRosq3dSUlJRo/fjylpKR8tHxxcfEHez1VuTnz8/Or1E6SkpJozJgxJJFIKuu6dOlSun79ukK9C/n1iYyMpO+//5709PSoa9eudPToUcFvyzk5OTRy5EiysLBgMi0jqujxWlpaMvd4xXp5+uabb5gNvwoLC0lPT49iY2OZdHbs2EEODg7MvcnmzZvT9OnT33jZ4oHk/yOVSsnb25t27NjBpH3jxg3q27cvaxVpyJAhFBMTw6Rx6tQpWr16NZOGVCql7t27M3fzf//9d/rhhx+YNFJSUsjc3JzZ1vWrr76i1q1bk5+fn2Dr361bt5K6ujo1a9aMxo8fT2ZmZtS9e3eKiIioskZSUhJpaGhQ+/bt6ebNm2/9/kM3Z3BwMHl4eJCGhoZCw6n37t2jLl26kKWlJY0dO5YcHBxIQ0NDsItfQUEB7dy5k9zd3alXr16CNOQcOXKEGjVqxLwCa+rUqfTHH38waaSnp1OvXr2YRxeWL19O586dY9J4+PAheXt7M2nIZDL6z3/+Q2FhYUw6GzdupAkTJrx1XVgCSa0zttq0aRM2bdoEqVSK2NjYt0xYZDIZ08SvHPqIYdG/FTGuS2lpKfOGSDFW0mRlZVWu8gEqdhx7eHgopCGVSnHgwAF4enq+sz4fMwvKzs7GqVOnMGLECIXaLRHhxo0baNu2LYCK60FEzJPCYlxXMb5ffv+9GzGuC1V0IN5qbyzGVrUukMjhDomc2gBvp5zaAktbrfXLfzkcDodTvfBAwuFwOBwmeCDhcDgcDhM8kHA4HA6HCR5IOBwOh8MEcyAhIixcuBANGjSApqYmOnbsiEePHn2wzO7duyGRSN46iouLWavD4XA4nP9jmAOJj48P1qxZg40bN+LOnTswNTVF165d8erVqw+Wq1evHl68ePHGwbO9cjgcTu2DKZAQEdatW4d58+ahX79+cHR0hJ+fHwoLC3HgwIEPlpVIJDA1NX3j4HA4HE7tgymQxMfHIzU1Fd26dav8mbq6Ojp06PBRf+P8/HxYWFjAzMwMvXr1wr179z749yUlJcjLy3vj4HA4HE71wxRI5D4EJiYmb/zcxMTkgx4FTZs2xe7du3Hy5EkcPHgQGhoa8PDwwOPHj99b5tdff4WOjk7lYW5uzlJ10Xn06BEyMjJE1z116pTomkSEwMBAyGQy0bU5nOpCKpXi+PHjgnxWPsanuA/T0tIQFRUlum51oFAg2b9/P+rWrVt5lJWVAcBbuV8+lg+mdevWGDFiBJydnfHll18iICAANjY22LBhw3vLzJ07F7m5uZUHq79zREQEZsyYgWPHjuHly5dMWgDQoEEDuLu7Y9WqVaItGpDJZJg6dSoKCwtF0QMqgr+npyeuXbsmSk6y7OxsXL16FRs2bMCECRPQv39/JCQkiFBTzudKfHw8+vbti4kTJ2LTpk0ICgoSxbxNWVkZf//9N/r37y/qS11eXh6mTZsmWoAqKirC8uXL0aZNG0EGbv8kPT0dR44cwYwZMxAZGSlCDQWgSIbHvLw8evz4ceXx8OFDAvBWNkpPT08aOXKkQtkjx40bp5AvsjxT5fr16+nFixcKnUvO5s2bK9Nxu7u7U1xcnCAdOUuWLCEAZGlpSf7+/sxZRxMTEwkAbdiwgUlHzuHDh8nAwIAAVKZcZyU4OJhUVVUrPzfrNSwsLKThw4dTly5dqHv37tS7d2/atm0b87WsLmqKsZVQpFIpbd68mXr37k3du3enLl260MiRI6m4uJhJNzo6mszMzAgAqaur061bt0Spb3h4OAEgY2NjOn78uCiaq1atIgDMGY2lUint37+fzM3NCQCtWrWKSS82NpaaN29e+QzbuXOnIJ2kpCTatm0bzZkzp3rSyMtkMjI1NX3Dwa+kpIR0dHRoy5YtCum4ubnRmDFjqlxGfoM2aNCAIiMjFar36yxevJgAkL6+Pv3+++9UXl4uWCsvL6/yQb1jxw7mh9+lS5cIAFlYWDC7quXl5ZG3tzcBoE6dOjFpEVVc/8WLF5O+vj45ODiQra0tJSYmCtbLyMigAwcO0MiRIyuvoZGRER04cEDQddy+fTv16dOHpk+fTr6+vnTy5EnKzMwUXD+hVGcgycjIoBMnTtC6deto2rRp5OnpSX5+fgrryGQy8vPze+N7GT16NB06dIjJMyQ+Pp6aNGlCjo6OZGhoSMuXLxfFwbNNmzYEgL755hvKz89n0iouLqb69esTALp+/TqTlkwmo40bNxIAMjU1ZXLvLCsrow0bNpCuri4BIB8fH8FaERERZGpqWhmQqsWPZMWKFaSjo0PHjh2jBw8e0NChQ6l+/fpvGBZ5e3vTf//738r/X7hwIZ09e5bi4uLo3r17NGbMGFJRUVHorUR+g/bt25cMDAyoa9eudOLECYUDgUwmo+nTp1NISAi1bNmSXF1dmRz7fvvtN/L19SVDQ0Nml7etW7eSiYkJubu707Vr15i0EhISyMTEhGbPnk3+/v6CdfLy8mjZsmVkYGBAAwcOpIcPH9K9e/coLS1NIZ2ysjIKDg6m+fPnk7u7O9WpU4e6d+9O69atI19fX/rmm2+q/ODPy8ujW7du0a5du+jHH3+knj17UqNGjSpvDFdXVzp27BhJpdKPai1dupQGDx5Mq1evpitXrnzUeKu8vPyDga4qgUQmk320brm5uXT58mXy8fGhQYMGVenBIZVKKSAggJycnCqvhYWFBfXq1Ytmz55Nu3fvptu3b1f54Z2enk7e3t60efNmWrNmDXXr1o20tLSoVatWtGDBArpx44bC919KSgo9ePCAwsPDycvLi4yMjGjlypVMAcDPz4/mzJlDDRo0qJI52Ye4dOkSNW/enExMTAT7vci5ffs2GRgYkK+vL9Mow5UrV6hZs2bUtm1bCgoKEuS6WFZWRkePHqVOnTqRoaEh9e/fn6ytrasvkMhkMlqwYAGZmpqSuro6tW/fnh48ePDG33To0IFGjRpV+f/Tp0+nRo0akZqaGhkZGVG3bt0UjvbyGzQ6OrrSmMfFxYUsLCwUfujKHwRSqZT++OMPMjExecOCUhHkD4R9+/ZR/fr1md5Es7OzycfHh6ZOnSpYQ07Xrl1p8eLFJJPJqKysTJDGpUuXyNDQkPr160f3798XpJGfn08DBgwgXV1dsrOzoxkzZtC5c+feMKeqyrDJ2rVr6euvvyZzc3NSU1MjBwcHGjhwIC1YsID8/f3pr7/+olatWtHp06ff+6C/cuUKTZw4kby8vKht27ZkbW1NderUeeOhu3z58g++OWZkZJC1tTWNGjWK9u3b95bV7PsCSVZWFu3Zs4e8vb3piy+++KDp2KtXr2jJkiWVQyIAqG7dumRtbU0eHh7k5eVF33777XtfgKRSKR0/fpzc3NzowoULdOjQIfrll19owIABZG9vT6qqqmRhYUE9evSo0gPu9e+noKCA/vrrL5o2bRrZ2tqSnp4eDRo0SPDQV1hYGHl6epKxsbHglyd5+/7pp5+od+/egjReZ8KECbRhwwYmY7isrCwyNjamgIAAIqIqvdS8ix9++IHq169Pe/bsIZlMVnkowqVLl8jc3JxatGhBu3fvpqKiIkpISKDnz5//e4yt5Lwrdz4R4fr167C2tn5rJZki5OTkICkpCY6Ojkx1fPr0KRo3bsykUVpaClVVVWYzm+TkZNSvX59pgj0jIwPJyclwcXERrEFE2LdvHzp06IBGjRoJ1pGvOnNwcECTJk2gqqr6xu9LSkqgpqb2wet2+/ZtXL9+HSYmJjA2NoaJiQkuX76My5cvY8KECejatSuUlZU/WI/s7Gy0a9cO3bt3x4ABA9CqVas3rvH7PB5kMhlu3LiBw4cP48KFC7hx40alwdb7kEqlOHv2LLZt24YePXrAw8MD6enpSEtLQ3p6Otq3b4/mzZu/tzwRobS0FOrq6m/8vLS0FE+ePEFkZCTU1NTg6en5wXp8iGfPniEkJATDhw8XrAEAoaGhsLKygr6+vmANqVSK1NRUNGzYkKkuRITy8vK32piiiPE8iIiIgKWlJZO3TXJyMhITE9GqVas37g9ubMUNgzgiUVZWptADQyaTVab4eRdVaafyZdiKBHlF68nhfAyWZ6rKJ6oTh1MrUfThLMYSaiEaPIhwahI8+y+Hw+FwmOCBhMPhcDhM1LpAsmnTJtjb28Pd3b26q8LhcDgc8Ml2DueTwtspp7bA0lZrXY+Ew+FwODULHkg4HA6HwwQPJBwOh8NhggcSDofD4TDBAwmHw+FwmOCBhMPhcDhM8EDC4XA4HCZ4IOFwOBwOE7U+kIjh9SzXEXNvZkFBAYqKikTTY6WgoEDUzyeHiJCXlyeqZmFhIcrKyph1srKyBJ07Pz+f+dyfklevXqG4uFjhckKuxz8pLS0VvV3n5eV9srZZUFAguq5QCgsLUVhYKJoeESE3N1cULdbnaK3L/rtp0yZs2rQJUqkUALBlavueAAAgAElEQVRy5UqMGzcOUqkUMpkMMpkMtra20NPT+6hWYmIijh8/juPHj0Mmk2HNmjWQSqWQSqUwNjaGlZWVQnXLycnB6dOncfToUdy5cwcnTpxAixYtBH1OOaWlpSgoKKjS5/kQf/31F37++WcMGDAAAwYMgLOzs8IeJ9nZ2YiJiYGysjKUlJSgrKwMZWVlTJ48GZqamujbty88PT0/6P9ARLh58yYkEgmUlJTe+K/83wUFBRgwYAA6deoET09PdO/eHTo6Om/oREZGIjc3t7Lc66nc5f9esmQJUlJS4OnpCU9PTzRr1uyNz5ySkoLnz59XlgEqPCwGDhwIZ2dn9O7dG71794a5ufl7P09RURG+//57dOzYET169FDIP+Ply5c4c+YMgoODsWHDhrd8Ql7n+fPnOHXqFE6dOoXIyEj4+/tXZg2WP4StrKxgamr6xrUODw/HqVOncPLkSTRu3Bhz5swBVRjaVf7N64eenh6aNm36xrlzcnLw119/4cSJEwgODsbRo0ehoaEBmUxWWU7+b3lK/NatW3/wsycmJuLEiRM4ceIEiAhr166tvPdkMhmkUins7Oze+t4/BhEhLCwMR44cwdGjR7FmzRr06tVLIY1/kpWVBW1tbeaMyw8fPkTfvn3Rtm1b9O/fHz179lR4B/nTp0+RkZFRee9NnToVWlpa6Nu3L/r06VMl75WsrCzExsZW3sNKSkrYuXMnrly5IvCTAcwOidWF3Hmufv36ZG9vT46OjuTk5EQuLi4fdVaTyWS0b98+srW1rXSckzv2yXVWrFihUH1CQkKoXbt2JJFICABpaGhQr169WD4iEVU4xm3dupVZR+5ND4BMTExo4cKFb7gSVoWgoCBydnamZs2akb29PTVt2pRsbGyoXr16ldpNmzalgwcPvte1rby8nFxcXMjZ2ZmcnJyoWbNm5ODgQPb29mRnZ0e2trZkY2NDKioqBICUlZWpW7duFBYW9obOd999V6nzupajoyM5OjqSg4MDGRsbV9bLzs6ONm7c+IYV7L59+8jV1ZVcXV3JxcWl8tDU1CQApKamRt27d/+g9XJSUhJpaWmRvr4+jR49mp4+ffrG79/nkPj48WPy9vYmPT090tbWptTU1Pee4/Lly9S1a1dSVVUlAKSlpfVGfeWfQe6+R1ThEujr6/tGGzcxMSEHB4fKa9SsWTNycnKqvIYuLi40bdq0N859+/Zt6ty5MykrKxMAUlVVJRsbG7K1tSU7Ozuyt7cnBweHN7Tc3Nze+1lkMhnt2bOHvvjii8p66ejokI2NDTVt2rRSy9nZmW7evPlenXdRUFBAP//8MxkZGVVqr1y5UiGNd7FhwwZ6+PAhs063bt1ITU2NAJCSkhJ16NBBIXtxIqJFixaRk5MTOTg4kJ2dHeno6LzRxv39/T/qmHjx4kVycXEhJycncnR0JHt7e2rQoEH1erZXF/Ib1NfXl0nnyZMntGHDBpo+fbrClpXv4uXLl3Tw4EGaMGFClT3H/y+4cOEC+fj4UHh4uGCbz3chk8lo6tSptH79enry5Ikomi9evKAxY8aQv78/k73p4sWLydfXV6F65ebm0qRJkygwMLBKXuYlJSV07dq199oXf8yzvaysjIKCgqpkf5yXl0dHjhyhSZMmKeRpHhsbS2vXrqVff/21ymX+SVZWFh08eJBGjx5NGRkZgnX+Wa9169bRjBkzRLn35EilUgoLC6MVK1bQ1atXRdNlJS0tjSZMmEABAQGiPBukUilNnTqVNm3a9NYLjKJs2rSJ5s2bx612OZyaCG+nnNoCT9rI4XA4nGqDBxIOh8PhMMEDCYfD4XCY4IGEw+FwOEzwQMLhcDgcJngg4XA4HA4TPJBwOBwOh4laF0g2bdoEe3t7uLu7V3dVOBwOhwOAb0jkcD4hvJ1yagt8QyKHw+Fwqg0eSDgcDofDBA8kHA6Hw2GCBxIOh8PhMMEDCYfzGiEhIbh3716V/768vBynT58W7BpYWFiIU6dOVRq1fQwiwt27d3Hz5k1B5+NwPgW1PpBkZmYCqLCSPXToEDw9PXH58mWFdeSL1/Ly8vDrr7/i119/FVynkpISvHz5EtOmTRNkiSrnwYMHOHbsGK5evcps0bl69WpER0cz2eJevnwZQ4cORUhIiGBr1JKSEri6umL8+PHw8/NDXFzcW1pV0R4+fDjatGmDESNGYMGCBdizZw9CQkKQmpoKIkJcXBxWr179wc+7ZcsWWFpaokWLFujWrRuGDh2KFStWoHnz5nB1dcWGDRsq29f7SElJweDBg2FkZIQpU6YgOzu7StchMzMT3333HYyMjDBs2DBkZGR88O8zMjKwbt06ODs7w93dHStWrMCQIUPQtWtXtGjRApaWlti1a9d7y+fk5GDlypVISEgAEeHFixcIDg6Gn58ffvnlFwwfPhytW7fGmDFjPlr3d31fjx8/xq5duzBu3Di0aNEC5eXlVboO79IOCgrCoEGDcP36dUEaQMV9/ODBA6xbt06wBlAR6C9duoRjx44hMjKSSWfatGnIzs5GSUmJYJ3FixfDx8en0g5ayH147tw5eHl54fDhw5UvQC9fvmSyO651Vrv/ZOXKlcjPz8fJkyfRokULDBs2DC4uLgppHDp0CHp6erh16xZ8fX3RqVMn/Pzzz4Lqc/fuXezYsQMXLlyAp6cnkz1nfn4++vfvD01NTRw8eBB9+vQRrFWvXj189dVXcHBwwM6dO2FmZqawhpOTE1xdXTF8+HDo6upiypQpGDZsGMLCwtCiRQtoamp+VENFRQW///47goODcfz4cfzwww9QUVGBh4cH2rVrh3bt2iE+Ph7Pnz/H1KlT32s/u3LlSsTGxiIuLg5PnjzByZMnERcXh7i4OMhkMlhZWeHhw4dYsmQJJk6ciGnTpr1lQzp8+HB07NgRmZmZyMzMRFZWFs6cOQMAePbsGc6cOYPCwkJMnjwZdevWfWc9TExMsHjxYnTs2BGurq6V9rcfw8DAABs3bsQ333yDa9euwcDA4L1/m5eXh+3btyMoKAgJCQkAAC0tLXTr1g0GBgYwMDCAvr7+O7/ThIQErFu3Dtu3b0d+fj727duHp0+fQkVFBU2aNKk8OnXqhHHjxsHW1va99SguLsbatWthZ2eHBg0aIDg4GMHBwQgJCQEAtGvXDh4eHpgwYUKVr0NBQQHCw8Ph7OyM/fv3Y+PGjSgsLMSkSZNgZ2dXJY1/Eh8fj++++w7379/HihUrBGnIOX36NEaPHo2ioiKEhYUJ1lFTU0NZWRnatGmD9u3bY8qUKXByclJYp2fPnli6dClWrVqFGTNmwNnZGaWlpfDy8qqyhru7O549e4aNGzdi3Lhx6NOnD7S1tZGamqpwfSphstWqRuTOcwYGBvTbb79RUlKSIJ3ff/+dJBIJqamp0dChQ5ksNUtLS8nZ2ZkA0KhRo5hd35KSkggANW/enFnryZMn5OjoSADo22+/ZdIqLy+nkydPUrdu3UhfX58cHR3J3d2dkpOTFdaSyWQUExNDO3fupDFjxrxhs9ukSRM6fvy4Qp9dJpNReno6LVu2jCQSCTVu3Jj+85//0Jw5cz5oZyvn6tWrFBUVJZqL5MccEhVFKpXSo0ePPmj/KyclJYV+/PFH6tGjB1lZWZFEIqHVq1dTRkaGwtf08OHDZGlpSQBIRUWFmjZtSmPHjqVdu3bR48ePBbXPhIQEcnV1JScnJ9LV1aUePXrQn3/+yXztR48eTQDI1dWV4uPjmbSkUik5ODgQAHr58iWTlkwmo8GDBxMAcnd3f8P2WVHu379PAwcOJFVVVVJSUqKdO3cK0nn+/Dn5+PiQvr7+v9tqd8yYMYIfYMuWLau8eI0aNWL2ZV6xYgUBIAsLC1qzZg0VFBQw6ZWXl5OKigqdPHmSSUeutX37djI1NSUVFRWKi4tj1iQi+uuvvyp96hs0aEC3b99m0ispKaFu3bpR48aNqXnz5tS5c2favHmzwg+XpKQkhT3pPwViBxIWCgoKFL5XysvLaf369dS5c2dydXUlKysr+s9//kOlpaVMdbl+/TqZmJgQAFJWVqaLFy8y6cmJiooiJSUlatCgAe3evVuUF4KAgADS0tJifpnLz8+nVatWkZmZGQGgdevWMemFh4dTw4YNK59hq1evFqTz/PlzmjhxIg0cOPDfY7W7adMmbNq0CVKpFLGxsYJ3DEdERODq1atwcHCAvb09TExMIJFIBNfryZMnGD9+PCZNmgQvLy+oqIgzajhw4EAEBAQw1e118vPz4ePjg5cvX2Lz5s3Mek+fPkV0dDSSk5ORnJyMrKwszJw5E5aWluyV/QzgO9vfJi4uDmvXroWRkREaNmyIhg0bws7OTpQ2M3bsWFhYWGDWrFmoU6cOe2UByGQyDBkyBAEBAaLolZWV4ciRI9i6dSv8/PxgYWEhWIuIkJqaisjISDx69AhfffUV7O3tBWmxtNVaF0jk1LQbNDc3Fzo6OqLrJicnvzW2LwYvXryAiYlJlceyOcKoae30c0YqlSIjIwOmpqaia3+K+5CIKttHTYClrdb6yfaawqdqDJ8iiABA/fr1P4kuh1NdKCsrf5IgAnya+1AikdSYIMIKfx3lcDgcDhM8kHA4HA6HCR5IOBwOh8MEDyQcDofDYaJaAsmxY8fw9ddfw9DQEBKJBOHh4dVRDQ6Hw+GIQLUEkoKCAnh4eDCnL+BwOBxO9VMty3+9vb0BVOQz4nA4HE7tptbsIykpKXkjayZLFlsOh8PhiEetmWz/9ddfoaOjU3mYm5tXd5U4HA6Hg/+DQLJ//37UrVu38rh27Zognblz5yI3N7fySExMFLmmnH87QsypZDIZZDIZ03mFagg10+JwxOaTBxJPT0+Eh4dXHm5uboJ01NXVUa9evTeOd3HlyhXmIJObm4sbN24waQDAvXv3mMxiACA7O/ujpkdV4eHDh8wPvOTkZNy5c4dJQyaTwdfXF+np6Uw6O3bswN69e5GUlCRY4+LFi5gzZw62bduGixcv4ueff8bw4cMVckjMysqCvb095syZg/Dw8Cp/30SE0NBQ/PDDD3BwcMCrV6+qfM67d+9i8ODBWLRoES5cuICtW7di9uzZuHr1apU1/klCQgL8/Pywe/duwRoAkJqaivXr1zO3+xs3brD5Y6Ai9xaLGZWc9PR05OTkMGnIZDJRVqeGhIQo1FbeRXx8fKWHjFh88kCira0Na2vryqMq5keKIG+wubm5mDhxIoYOHYr4+HjBei9evECHDh1w8OBBpno9ePAAXbp0QVpaGpOOn58f5s+fz6RBRBg5ciQOHz7MpPPw4UN0794dW7duFfygePXqFUJDQ2FtbY3Ro0cjNDRUkI6ysjIOHz4MR0dHWFtbY/z48di/fz9SUlKwYcMGBAUFfVRDT08PGhoauHbtGubPn4+dO3fiwIEDaN68Obp06YKzZ89+9HOqqKigbdu2sLW1hY6OjkJZmnV1ddG0aVO0adMGysrKH/xbmUyG06dPo2PHjnB3d0dAQAC2bt2KBQsWICQkBFpaWtDV1f3oOS9evIjff/8dSUlJ2Lt3L8aOHYvGjRvD2dkZgYGBgrNW3759GyNGjICNjQ3Cw8MFO3oSEdavX49evXoxB4F9+/Zh7NixTBoAMHv2bBw6dIhJIzk5GZ07d0ZMTMz/a+/Mw6Iq3z5+DyiKKCiizABCmcjiAogoiluK+tPUX6VXpblmKZkampbmRou4kwuo4YIGiPaKpqFomqblroBrIgayqIgj+zrMnO/7By/zgrkw5znIAM/nus4fM5zz5X7O8zznPtvcXyadnTt3Uv/+/ZlOxBITE+mdd96hGTNmaJMSc+1eUQXsGXny5AliY2Nx6NAhEBF2796N2NhYPHz4sMoa5T4PixYtwoEDB2BtbY2JEyfiyZMnomIqLS1FfHw8XnvtNSxYsIDJe0CtVqN79+5Yt26daI1yvvzyS/j5+THrREVFwd7eHqWlpUw6N27cQPv27TF+/Hgmv5X09HR8++23UCgU6NmzJ3bv3g2VSoXz58/rZPijVqtx+fJlrF69Gm+99RZMTU1hYmICIsKYMWOq7L+hVqsxZcoUfPLJJ1izZg0OHz6MxMREZj8LqfxINBoN/vnnH0RFRWH16tWYPHkypk2bVuX4UlJStH4TJiYmMDMzw/DhwxEQEICYmBid9rlKpcKFCxdQUlKC8PBwdO/eHdbW1li6dCkyMjLENhF5eXl4//330aFDB9y+fVu0DgAUFxfDzs4Ox48fZ9IBgHnz5mHx4sXMOitWrECfPn2YxpRGo8GcOXPQrl07JCYmip7PGRkZGDNmDGxtbXH48GF8//33yMzMrF3GViEhIVozlorLkiVLqqxRPkFlMhns7Oxw9OhR0fEcOHAAixcvhqWlJTZs2CBaBwD++usvBAYGMjugAYBSqcT48eOxefNmZlMdQRDQs2dPbNmyBTdv3mTSysnJwahRo9CpUyfcuXMHUVFRorVKSkqwa9cueHp6wsrKCi4uLhgyZIjoA++9e/dgYWEBMzMzWFlZwd3dXTLTJDHog7HVkSNH4ObmBisrK5iZmaF169aiHUUzMzPh7e0NNzc3yOVy9OrVCz///DOT0VVUVBRu3boFJycnjBkzBvn5+aK1AODmzZvYsGED+vfvz6QDlM2btWvXYsqUKcwOieUOqlu3bq2Sw+WLWL16NRQKBRYsWMB07IuKioKNjQ0MDAwwffr02pVIpKB8ghIRBg0ahKysLFE6BQUFsLOzAxHhm2++YY6rQ4cOMDY2xt69e5nPZhctWgRTU1M4OztLcoa2fv16mJmZYejQoUxaQNkECwgIQMuWLWFsbIzLly8za0ZERGj71NnZWZSLo1QWuVKhD4nkaQRBELWf7ty5g/bt22v7KDIykjmWs2fPokmTJjA3N0dQUBDzCRMADBgwAKampvjxxx9RUlLCpHX16lU4OjrCzMwM33//PZOWWq1GeHg4jI2N0aVLFyYtAJg/fz6ICPb29iguLhaloVQq0b9//0on9GLGaq15/fd5XL9+nY4ePVql+8PPwt/fn5KTk8nOzo4sLCxIrVaLjiUtLY1u3rxJRUVFlJiYyOxq6OrqSrm5uWRubk4ODg5MWkZGRpSQkEA5OTkUExPDpEVU5qXg7e1NDRs2pKKiIho9ejTl5+czaXbs2JEiIiJo5cqVNGDAAFq+fDk9fPhQJw1u1PVyZDKZzvspLS2NVqxYQf/5z39o1apVtHv3bnJ0dGSKIycnh8aMGUOFhYXUpEkTevPNN5nnDP7vJYbc3Fy6e/cuNWzYkEmvc+fO1LRpU8rJySE3NzcmLQMDA0pMTKSioiKKiYlheommtLSU5HI5tWnThhISEmjVqlWidFq2bEm///47JSYmitYgopp5RiIFUpzp3b59G66urvjpp5+YPagBYNu2bWjUqBH27NnDrAWU3aYhIoSFhUmiJwgCfHx8QER48OCBJJrp6elYtWoVHB0dMXnyZEk06xL6eEWiL3z44Yfo0KEDAgICmJ6tVCQxMRFEhM8//1ySqxsA2Lp1K4gI6enpkuiFhoaiYcOGCA8PZ9YqKSnB9u3b4erqisTERCYtlrFarxNJamqqpLdCpk2bxnzvsyKCIMDR0VH0Zeuz0Gg0mDx5Mg4dOiSZJlAW67lz55CZmSmpbm2HJ5Jn8/jxY1y8eFGyg305kZGRmDZtmqS6+fn56NChg2R6AHDixAl8/vnnkump1WqkpqYyabCMVe7ZLiEZGRnUunVrSTWPHz9O3t7ekmoKgkDx8fHk5OQkqS7n3+jjOK3L3Lp1ixwdHSW/xVkd87A6jhcssIzVWpdIgoKCKCgoiDQaDd25c4dPUI5ewxMJp7ZQrxJJOXyCcmoDfJxyagssY5W/4sLhcDgcJngi4XA4HA4TPJFwOBwOhwmeSDgcDofDBE8kHA6Hw2GCJxIOh8PhMFHnEklBQQFTvaxyiouLmTVYjaSkRIq3vDUajSSufA8ePGDWuH37NnMfJSUl0eXLl0mpVNKkSZPo7t27OmsUFxfTli1bKDMzU1QMSqWSgoODSaVS6bxtfHw8TZw4kbKysujSpUuUkpIiKoZyioqKmP0yiKTp38LCQknmjz79ukGK9khxXFKpVKL9Yp5HnUokSqWS+vfvTzt37mTSCQsLoxEjRjBpaDQacnd3F3Vwqkh4eDjNmzePSUMQBHJxcWF2jty0aRONHDmSSktLRWtkZGRQp06daM6cOUxOb/7+/qRQKGjy5Ml08uRJEgSB/vrrL50myKVLl2js2LFkbW1NO3fuJEdHR5o6dapOrotZWVm0a9cuCgoKopycHJ3akJWVRRs2bKBdu3ZRbm5ulbdLTk6mjz76iJydnSk0NJTkcjlNmDBBp2Kc+fn5dPbsWdJoNHTs2DGaOHEiKRQKWr16tU5tqEhOTg59/vnn5OLiIjqxEhGVlJTQiBEjaPv27aI1iIju3r1LXbt2ZU4ms2fPZjaFu3XrFnl6ejLFAoAGDx7MHMuWLVto0KBBlJWVxaRTCabiLDVIxbowDx8+RHJyMhwcHODr68tUPysuLg7m5ua4cuUKU3z79++Hq6src82fZcuWSVKTZ+LEiVi6dCmTRklJCQYNGoSxY8cy7eO0tDS8//77sLa2xs8//wxBEER5tyQmJmLp0qVwcnKCtbU13Nzc0KFDB9y4cUMnne3bt0Mul8Pd3R3Dhw+Hr69vlQ2xXobUtbZSUlIwc+ZMDB8+HF26dIFcLte5+F9cXBwcHBzQtWtXKBQKdOzYEcuWLcO9e/d0jketVkMQBISHh0OhUGDs2LE6GdQ9S2/UqFEYNmwYcyHVRYsWwcfHh0kDAKZOnYoffviBSUOj0cDJyQlHjhxh0jl37hzMzc1x69Yt0RpqtRqffvopOnbsiLS0NG1/1auijYGBgXByctL6Ily9ehVdu3aFjY0Nli1bJvrAnZeXh8zMTLRt2xYhISHMcfbu3Rs//fQTs86XX34piU/KyZMn0b59e+bElpeXh27dusHX15dZ69ixY3BwcMDAgQOxceNG7NixQ5SOIAg4ceIEjIyMQEQwNjZGcHBwleOrTg+TV1G0sarxC4KAwMBANGrUSLuf/vzzT9H/d/PmzQgODsabb74JZ2dn/PHHH6K1yuPz8fFBr169mNw3gbJ9Ymdnh3PnzjHpAGW+H1I4JAYHB2PQoEHMOps2bYKDgwNycnKQl5cnSkMQBCxZsgR2dnZwd3dHampq/Uok5ZQ3esiQIVojJJYyymPGjIG3tzemTp3KFNeDBw9w8eJFKBQKZlMdAPj444+xfv16Zp2KE4u1mvDjx4/h6OgIf39/BAUFMWkVFxfD398fhoaGMDQ0FF2VOCkpCVFRUdi1axd+/PFHrF69GnFxcUyxSYE+Vf+9cuUK1qxZg+DgYERERCAqKgrJycmitPbv3w8DAwM0aNAAK1euZL56CAoKwuLFi9GpUyfmCtLFxcWSnTgBwMqVKzF9+nRmncLCQrRq1QrXrl1jumoTBAETJkzA4MGDMWHCBNE6CQkJ2hPy9957r34nEiJCly5dEBkZKfrM8sGDBzA0NAQRYcWKFUyDz9/fH7a2tvDx8RHtH1/Ozz//DC8vL3zxxRei3AIrkp2dDV9fX3Tr1o35Mh0o83IxMTGBgYEBs3vjoUOH0LFjRxARmjRpgvPnzzPHpy/oUyKRitOnT2uvajp37ozffvuNSe/atWuQyWQwNTVlHucAsHz5cnh4eOCrr75Cbm4uk9adO3cwc+ZM9OvXj9kRUqlU4qOPPoKtrS0CAgJE6wiCgG+//RZEBCMjIzx+/FiUjlqtxp49e+Di4gIiwoEDB+pvItm7dy/zWYe/vz+ICKNGjWI++H/yyScgIri4uDAP4m3btoGI0KxZM+ZL/YyMDFhbW4OI8PXXXzNpAWU+4K+//jqICBMnTmTWA8pMsiIiIjB//nxkZ2dLolnT1LVE8uTJE8ybNw979uyRzIzqgw8+ABGhXbt2OH78OLPerFmzQESws7Njns85OTkwNjYGETEbUWVlZcHZ2RlEhBkzZjBpZWRkYMSIESAipqQElCWmX3/9FWPHjq2/iYR1gmo0Gri6uiIkJESSy2Bvb29YWVkxm8wAwN9//w0iwscff8ysBQB//vknDA0N8emnn0qiV1hYCD8/PzRr1gxJSUmSaNY16loikZr4+Hg0bdoUS5culczAbdKkSWjYsCEuXLggiV75AVaKMZ6UlITWrVtj2LBhzFqCICA4OBgeHh6SHLuys7N5IhFLeno67t69K1FUgKurK2JiYiTR0mg0MDc3l9R1ccWKFRg9erRkekDZ21NRUVGSatYVeCJ5MQcOHBD9nOZ5vPPOO1i3bp1kesePH4dCoZDMdfHChQvw8PCQRAsoS8ZKpZJZp14/I9GnCSoIAvP94qeZNWuWpLahGo2G+QE5p+ro4zit6wQGBko+Z2bPni2ZHgAcPXpUUj0p4Fa7ddgwKDc3V/L2CYIguRUp59nUl3GqT1TH+K6OeahvcGOrOkx1DF6eRDh1meoY33U9ibDCjygcDofDYYInEg6Hw+EwUesSSVBQEDk7O5OHh0dNh8LhcDgcIuIP2zmcaoSPU05tgT9s53A4HE6NwRMJp1YixYW0RqOhNWvW0PHjx5k0WPxZiMqMhlhMj6Kjo2n9+vWk0WiY4iDSLyMoTu2hziWSH374gfbs2cOkkZycTDNmzGCeVN988w0lJiYyaZw5c4ZCQ0OZNDQaDU2fPp1KSkqYdCIiIigkJIRJ4/79++Tt7U1JSUlMOsOHD6fPPvuM7t69S/v27RNl0rN27VpauHAhDRw4kN59911RMT1+/JjefPNNunLlis7bEhFduHCB+vbtKyr+u3fv0vDhw2no0KH01Vdf0ebNm3XWUCqVdODAAYqPj6epU6fSyJEjddaoSEJCAg0YMIAePXrEpBMcHEx799v2lKAAABOQSURBVO5l0igoKKCZM2cyz+OQkBC6cOECk0ZCQgItXbqUSQMA+fj40P3795l0QkNDaePGjUwa/0K630W+Wp7+FWZMTAz27t0LS0tL5gqiI0aMwMKFC5k0MjIy0LRpU+ZfNK9du5a5tD0AuLu7M/+aNi4uDi1atMDff/8tWkOj0WD58uWwsLBAVFQUSktLRZUNT0lJwZw5c9C8eXNYWlrCyclJ51pISUlJsLKygkKhQPv27dGrVy/8/vvvOmm87BfUVf21sK6/xD569Ch69uyJ9u3bQy6Xo02bNjrXd0tISEC7du0gl8vRokULzJs3T5Sh1+PHj6HRaLBv3z60bNkSAQEBTL8sv3btGlq0aIGbN2+K1gDKyq94eXkxaQDAhAkTsHnzZiYNpVKJpk2bIisri0lnzpw5eO+995g04uPj0apVK/z666+VyjnV+xIpjx8/hlwuh7m5OZORzf379/HLL7+gbdu2KCwsZIovKCgII0eOZNIAgO+++w5z5sxh1lm8eLEkTotr166Fm5sbiouLUVpaKlrnxIkTsLS0xNixYzFq1CjRB57Q0FCtnYClpSUuXbpU5W2lLKPxPF5liRRd2nP27FlYWFho992ePXtE/8/hw4dj3LhxsLKyYjLKKi0tRWFhITp06MB84AbKnA39/f2ZdaZPn45Vq1Yx67z11lvYtm0bk0ZeXh7atGmDI0eOMLl4njp1Cubm5lAoFNrkVu8TyXfffaf1smApHtivXz9YW1sjOjqaKbZ79+7By8uL2b8AAObOnYtvv/2WWef8+fNo164dc4IUBAFDhgzBpEmTsGjRIiato0ePan1gxE6w4uJixMfH4/Dhw9iwYQMWLlwoWXlzKdDHWlsPHz7EggULEBgYiOjoaNy5c0e0CVtQUBCICA0aNMDJkyeZ4po3bx7GjRuHt99+mynJazQaFBUVwcbGRhJzs6+//pp5rANAeHg4vL29RVkaV2T//v2wtbVlclvct28fGjduDCLSJsl6nUgyMjJgaWkJNzc3Jp/1zMxMyGQyEBGmT5/OZL/q7OwMQ0ND7Nixg2lCHDx4EAMHDsTkyZNx7do10TpAmdWuiYkJ3N3dmXRKS0sxZ84cEBGsrKyY9tOtW7cwd+5ctG7dGiYmJoiPj2eKTR/Rx0QiFTdu3EDjxo2hUCgwb948pv5TqVTaK6QFCxZArVYzabm6uqJ58+Y4ffq0aB0AiI2Nxfjx4zF06FAcPnxYtE55yXdDQ0O4urqK1tFoNFrPo4YNG4q22gXKqhB36tQJbdq0QWlpaf1OJNu3b8fKlSuZbrMAQGRkJIgIs2bNYvbwbtq0KYgIu3btYtI5dOgQiAiGhobMZ9nbt2/Xnjmycu3aNdjb24OIcOrUKWY9lUqFAwcO4LvvvqtW//SaoK4mktLSUvj5+Wmfc7Fy5MgREBGcnJxw69YtJi21Wq29Zcc6B9PS0rQnmLo+P3uakJAQEBEsLCyYdNRqNaZNmwYiEm1NXY5KpcLSpUvxyy+/1O9E8ujRI0n0pk2bhjVr1jDrCIIAmUyGSZMmMWtlZ2dDJpPhrbfekiQub29vGBkZMWsBZft/5MiRkplk1VXqaiKRmokTJ2L06NFMZ9jlCIIAIsKwYcMkeQ42YMAANGjQgNmlVBAEjB49GsbGxswxCYIAf39/zJo1i1kLAIqKiupXIgkMDISTk5PWtF6qCXrx4kVJdAoKCtC+fXtJJgQAuLm5ISIiQhKtxMREtGzZUhItoGwwh4WF1bmrCCnhieTlqNVqhIWFSfryg6mpqSQupUDZlUSPHj0k0crOzkbbtm2Zbt1VRCoXSKCePyPRtwmalZXF9KzmaRYuXMh8JlSR4OBgybQ4L0dfx2ldR8pxnpOTAz8/P8n0zp8/L+mclgpubFWHaxjl5eVRs2bNJNMDQDKZTDI9zoupL+NU35B6nEs9D/URXmurDiP14OVJhFMfkHqc1/UkwgpPJBwOh8NhgicSDofD4TDBEwmHw+FwmGBOJPv27aPBgweThYUFyWQyiouLe+k2O3bsIJlM9q+luLiYNRwOh8PhvGKYE0lBQQF5eXnR8uXLddrO1NSUHj58WGlp3LgxazgcDofDecU0YBUYN24cERHdu3dPp+1kMhnJ5XLWf8+px+Tn51PTpk1Fb19SUkJPnjwhKysrCaOqGVJTU0mhUFCDBuKnNOv+5NRfauwZSX5+PtnZ2ZGNjQ0NGzaMYmNjX7h+SUkJ5ebmVlqeJjs7m2JiYuj69etMsalUKtq/fz+zIc6pU6dEGRZVJCUlha5evcqkodFoKCoqirk9V69epZs3bzJpFBQU0I8//kgASK1Wi9b54YcfaP78+bRu3TrRGn/88Qd17NiRtm3bJnrfZGZm0rp160S7JKpUKlqzZg3l5eWJ2l4QBNq0aRO5uLjQ6dOnRWkQEa1YsYIWLVpEGzZsEK2hVqsJAG3atImKiopE6xBJM9YEQZBk3MfGxlJaWhqThlKppD///JNJAwDt27ePad4QlbXn2rVrlJ2dzaRTCal+FZmUlAQiQmxs7EvXPXfuHEJDQxEXF4fTp09j5MiRMDY2xp07d567zZIlS7SF2Cou5b/CLK8l9cYbbyAsLEx0O/Ly8rBx40b069dPtAZQVqVTLpczmUABwMaNG5nrdgmCgFatWiEhIYFJJzAwED169IBGoxFdzuLRo0fo3LkzfHx8MGXKFNE669ev1xbT27BhgyiN4OBgODo6wsnJCTNnzhRV1kalUkGlUj3371X5tXBJSYmowoe5ubmYNm0anJyc4ODggB07duisAQCrVq0CEcHAwEC0D0h5VdqPPvoIXbp0gVKpFKUjCALUajW6dOmCrVu3itIo5/r167C1tWXSAIDRo0dj+/btTBoxMTGws7NjKgMjCAI8PT2xfft2phJMW7duhaOjIwYPHlzp+1dWIiUsLAwmJibapWKJZl0SydNoNBq4uLhgxowZz12nuLgYOTk52iU1NbVSo+Pi4rTVbQMDA3WOoZy3334b1tbWTAY9jx8/xsWLF/H6668z1w9atWoVpk+fzqQBACNHjsTWrVtfeNB7GWq1Gq6urpg7dy5TVdXk5GS0bNkSRCQ66R86dAhvv/02FAoFiAhBQUGi46lO9L1ESkBAAIgINjY2ePfdd0W7aG7ZskVrLsZiuLRz50588cUX6N69O1MNN5VKhcDAQIwdO1a0Rjkff/yx6JOVcgRBgEKhwNWrV0UnWQA4duwY7OzsMGrUKNEaAQEBMDAwABHh9u3b2u9ZxqpOt7ZGjBhBcXFx2qVr165SXBSRgYEBeXh4UEJCwnPXadSoEZmamlZaKlLu0+7r60tTpkwRFUdpaSkdPnyY7t+/T+Hh4aIviS9evEgjRowguVxO58+fF6VBVHZr7MKFC/To0SMmz+ikpCRq3rw5rVu3junWhVKppFatWtGqVavot99+E62Tk5ND/fr1IyKiuXPnirqtM3ToUNq/fz89ePCA0tLSyMrKivk2Yn1DqVRS27Zt6f79+5SamkqRkZE0aNAgnXWys7Np/vz5JJPJqF+/fpSTkyM6pujoaFqzZg2Zm5sz9eeaNWto06ZNZGJiQsnJyaJ1zp49S0qlks6cOUNnzpwRrXPmzBmysbGhwYMHi75VLQgC7dq1i5KTkyk6OpoEQRCl89lnn9H06dOJ6P+Pm8yITmtPwXJFIggCunbtqtMtnIrZUxAEuLm5MTsSXrt2DUSEoUOHinaMA4Do6GgQEVq1asV09hETE6O9hXfjxg3ROoWFhbCzswMRYf369aJ1ACAiIgINGzbEa6+9xqQDlN16eP/99zF//nxmLX1F369IpGD27Nn48MMPmX1EBEGAXC6HkZER81xeuXIliAjt2rVDcXGxaJ3Lly9r5yBL+9LT09GiRQsQEZOTZFFREby9vUFEL3wUUBUiIiLQrVs37ecarf775MkTxMbGak2Ydu/ejdjYWDx8+FC7zrhx4zBv3jztZz8/Pxw5cgT//PMPYmNjMWnSJDRo0ECnkshPe7ZXvEQTS2hoKPr3789sR3v06FEmH+xy1Go1mjdvjs6dOzPpAMDevXtBRKLvo1fk6NGjMDExQVJSErMWAPzzzz91thR9XU8kGo0GiYmJkmj9/fffaNasGU6cOMGstXnzZhARk/U2UJbc7O3tYWlpyXybeufOnZKYweXn56NXr174n//5HyYdALh586Yknu3Mr/8ePHiQJk2apP38wQcfEBHRkiVLyM/Pj4jK3jwyMPj/u2jZ2dk0ZcoUSk9PJzMzM3Jzc6PTp09Tt27dqvx/8X+3nXJzc8nU1JQUCsUz3+TSBQMDAwoNDaXS0lLRb+EQERUVFdGQIUNo8ODBzDH17NmTPDw8mHW8vb2pT58+ZGhoyKzl6elJBw8epAsXLpC5uTmTFhGRhYUF5efnM+voI+X7mnWf6zMtW7aUpH2XL1+mqKgocnV1ZdZr0KABeXt7U+/evZm1Ro4cSXfu3BH9Zl05//3vf2nAgAFUVFTEHFNERASdOXOGWcfGxoaIqNKbsBBxS7/WlpFPS0ujNm3a1HQYHA6HU6dITU3VJpiqUmsTiSAI9ODBA2rWrFmlktG5ubnUpk0bSk1NrVJNfQ8PD7p06VKV/mdNr8vbVr0xVMe6dbVdRLxt1R1Dda37vLYBoLy8PLKysqp0B6kqMN/aqikMDAxemDWf9WbXszA0NKyyiYs+rEvE21adMVTXunW1XUS8bdUZw6tum5mZWZW3r0i9r/772Wef1ap1dUEf4uVt0w19iJX3me7oQ7zV1baqUGtvbT2PumxtyttW+6ir7SLibautVEfbDP3KX62qQxgaGlK/fv2YCtjpK7xttY+62i4i3rbaitRtq3NXJBwOh8N5tdT7ZyQcDofDYYMnEg6Hw+EwwRMJh8PhcJjgiYTD4XA4TPBEwuFwOBwmamUi2bdvHw0ePJgsLCxIJpNRXFzcS7fZsWMHyWSyfy3FxcWvIGJpENNufQIA+fn5kZWVFRkbG1O/fv1eaqda2/tt48aN9Prrr1Pjxo3J3d2d2W71VaNL/H/88ccz++r27duvMGI2Tp8+TcOHDycrKyuSyWT0yy+/1HRIOqFr/FL1Wa1MJAUFBeTl5UXLly/XaTtTU1N6+PBhpaVx48bVFKX0iG23vrBy5UoKCAigwMBAunTpEsnlcho4cOBLq6rW1n7bs2cP+fr60oIFCyg2NpZ69+5NQ4YMoZSUlJoOrUqIjT8+Pr5SX9nb27+iiNkpKCggFxcXCgwMrOlQRCE2fuY+Yy5oX4PoYqYVEhICMzOzVxBV9cNiIlZTlJsWLV++XPtdcXExzMzMXugTXpv7rVu3bvDx8an0naOjYyVvHn1G1/hPnjwJItL6W9R2iAj79++v6TBEU5X4peqzWnlFIpb8/Hyys7MjGxsbGjZsGMXGxtZ0SPWGpKQkSk9Pr2Tl2qhRI+rbty+dPXv2hdvWxn5TqVR05cqVf1nXDho06KXt1QdY4ndzcyOFQkEDBgygkydPVmeYHIlg7bN6k0gcHR1px44ddPDgQYqIiKDGjRuTl5fXC33iOdKRnp5ORESWlpaVvre0tNT+7VnU1n5TKpWk0Wh0bq++ICZ+hUJBwcHBFBkZSfv27SMHBwcaMGAAnT59+lWEzBGBVH2m90VkwsPDaerUqdrP0dHR1Lt3b511PD09ydPTU/vZy8uLunTpQhs2bKD169dLEquUSNXumuLp+A8dOkREVMk7hqjsAfzT31WktvXb0+jaXn1Dl/gdHBzIwcFB+7lHjx6UmppKq1evpj59+lRrnBxxSNVnep9IRowYQd27d9d+tra2lkTXwMCAPDw89PbMtrra/ap4Ov6SkhIiKrsyUSgU2u8zMjL+ddb7IvS938qxsLAgQ0PDf52969remkKq+D09PSksLEzq8DjViJg+0/tbW82aNaN27dppF2NjY0l0AVBcXFylg5o+UV3tflU8Hb+zszPJ5XI6duyYdh2VSkWnTp2inj17VllX3/utHCMjI3J3d6/UXiKiY8eO6dTemkKq+GNjY/W+rziVEdNnen9F8iwyMzMpJSWFHjx4QERlr64REcnlcpLL5URENH78eLK2tqZly5YREdE333xDnp6eZG9vT7m5ubR+/XqKi4ujoKCgmmmECKrSbn1FJpORr68v+fv7k729Pdnb25O/vz81adKExowZo12vLvXb7Nmzady4cdS1a1fq0aMHBQcHU0pKCvn4+NR0aFXiZfHPnz+f7t+/Tz/99BMREa1du5Zee+016tChA6lUKgoLC6PIyEiKjIysyWboRH5+Pt29e1f7OSkpieLi4sjc3JxsbW1rMLKq8bL4q63PmN75qiFCQkJARP9alixZol2nb9++mDBhgvazr68vbG1tYWRkhFatWmHQoEE4e/bsqw+egaq0W58RBAFLliyBXC5Ho0aN0KdPH1y/fr3SOnWt34KCgmBnZwcjIyN06dIFp06dqumQdOJF8U+YMAF9+/bVfl6xYgXeeOMNNG7cGC1atECvXr1w6NChGohaPOWvwz69VByT+szL4q+uPuN+JBwOh8NhQu+fkXA4HA5Hv+GJhMPhcDhM8ETC4XA4HCZ4IuFwOBwOEzyRcDgcDocJnkg4HA6HwwRPJBwOh8NhgicSDofD4TDBEwmHw+FwmOCJhMPhcDhM8ETC4XA4HCb+F/HtK7e1cgnHAAAAAElFTkSuQmCC\n", "text/plain": [ "Graphics object consisting of 1 graphics primitive" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "fx(x,y) = diff(f,x)\n", "fy(x,y) = diff(f,y)\n", "plot_vector_field([fx(x,y), fy(x,y)], (x,-1.5,1.5), (y,-1.5, 1.5), \n", " aspect_ratio = 1)" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "Graphics object consisting of 1 graphics primitive" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "Flot = streamline_plot((fx(x,y), fy(x,y)), (x,-1.5,1.5), (y,-1.5,1.5), color= \"blue\")\n", "show(Flot, aspect_ratio = 1)" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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\n", 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